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"description": "Source code to abelnieva.com.",
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},
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{"itemid":630,"subject":"Two For The Watch","event":"The ranks of the black brothers are beginning to fill up.\r\n\r\nThe part of Rast, one of the nastier of Yoren's recruits, will be played by a young British actor named LUKE MC EWAN, a 2009 graduate from the Oxford School of Drama.\r\n\r\n<a href=\"http://pics.livejournal.com/grrm/pic/000ars3y/\"><img src=\"http://pics.livejournal.com/grrm/pic/000ars3y\" width=\"100\" height=\"75\" border='0'/></a>\r\n\r\nMore information about Luke can be found at http://www.spotlight.com/6697-3497-3183\r\n\r\nAnd as SAMWELL TARLY, we've cast a very talented newcomer named JOHN BRADLEY-WEST:\r\n\r\n<a href=\"http://pics.livejournal.com/grrm/pic/000as1kc/\"><img src=\"http://pics.livejournal.com/grrm/pic/000as1kc/s320x240\" width=\"207\" height=\"240\" border='0'/></a>\r\n\r\nThe side used in the auditions for Sam featured the scene where Sam tells Jon Snow how his father Lord Randyll dispatched him to the Wall. A difficult scene, but Bradley-West did an amazing job with it in his reading. This was one of the toughest calls, at least for me, since there was another talented candidate who was also very strong, but in the end JB-W's heartbreaking performance could not be denied.\r\n\r\nBradley-West will be graduating from the School of Theatre at Manchester Metropolitan University on July 16. I am told this was his first professional audition, and I imagine it is his first professional role as well. Going straight from graduation to a pretty significant part in an HBO series... hey, it doesn't get much better than that. He'll make a great Sam. (And if the show lasts till season four, he may even get a sex scene!)\r\n\r\nExpect four more black brothers to be joining them soon.\r\n\r\nAnd now their watch begins. Let's hope it lasts seven seasons.","ditemid":161485,"eventtime":"2010-07-12 18:03:00","props":{"personifi_word_count":253,"taglist":"hbo, game of thrones","opt_screening":"F","current_moodid":15,"commentalter":1297793780,"interface":"web","personifi_tags":"28:5,18:8,6:2,10:5,23:14,42:8,3:29,19:8,4:11,20:5,9:35,44:5,22:5,14:2,nterms:no"},"can_comment":0,"logtime":"2010-07-13 00:03:55","anum":205,"url":"http://grrm.livejournal.com/161485.html","event_timestamp":1278957780,"reply_count":20,"comments":[{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/92834920/18710953","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10477773","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10477773#t10477773","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10477773#t10477773","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10477773#t10477773","name":"expand","title":"Expand"}],"uname":"mlledesade","loaded":1,"p_tracked":0,"commenter_journal_base":"http://mlledesade.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10477773,"talkid":40928,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10477773#t10477773","upictitle":"Dance, baby, dance like the world is ending!: Quills","article":"Bradley-West looks almost exactly how I pictured Sam Tarly to look. Excellent casting! :)","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 00:14:22 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://mlledesade.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"mlledesade","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"mlledesade","user_alias":"","profile_url":"http://mlledesade.livejournal.com/profile","alias":0}],"dname":"mlledesade","ctime_ts":1278980062,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/126981232/1731169","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10479053","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479053#t10479053","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479053#t10479053","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479053#t10479053","name":"expand","title":"Expand"}],"uname":"katiefoolery","loaded":1,"p_tracked":0,"commenter_journal_base":"http://katiefoolery.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10479053,"talkid":40933,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10479053#t10479053","above":10477773,"upictitle":"Katie: MMGA","article":"Those were exactly my thoughts when I saw the pic. He looks perfect!","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","below":10480845,"ctime":"July 13 2010, 00:48:23 UTC","parent":10477773,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://katiefoolery.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"katiefoolery","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"katiefoolery","user_alias":"","profile_url":"http://katiefoolery.livejournal.com/profile","alias":0}],"dname":"katiefoolery","ctime_ts":1278982103,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/70417226/680014","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10480845","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480845#t10480845","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480845#t10480845","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480845#t10480845","name":"expand","title":"Expand"}],"uname":"cailin_t","loaded":1,"p_tracked":0,"commenter_journal_base":"http://cailin-t.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10480845,"talkid":40940,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10480845#t10480845","above":10479053,"upictitle":"no thank you: kestrel","article":"I COMPLETELY AGREE! I was like \"OMG! It's Sam!!!\" ;)","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 01:42:26 UTC","parent":10477773,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://cailin-t.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"cailin_t","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"cailin_t","user_alias":"","profile_url":"http://cailin-t.livejournal.com/profile","alias":0}],"dname":"cailin_t","ctime_ts":1278985346,"tracked":0},{"shown":1,"collapsed":0,"actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10478029","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478029#t10478029","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478029#t10478029","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478029#t10478029","name":"expand","title":"Expand"}],"uname":"psychic_river","loaded":1,"p_tracked":0,"commenter_journal_base":"http://psychic-river.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10478029,"talkid":40929,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10478029#t10478029","upictitle":"River: pic#0","article":"Luke McEwan is exactly who I pictured for the part of Rast. I'm not familiar with this actor, but visually he looks like he fits the part. <br /><br />John Bradley-West looks like he'll make a wonderful Sam, one of my favorite characters from the series. I imagine Game of Thrones will really jump-start this young man's career.<br /><br />I know you haven't posted it yet, but WOW about the actor playing Littlefinger. The Wire was a fantastic show, and it'll be great to see Aidan Gillen in another HBO series. <br /><br />Thanks for this great update!","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 00:20:21 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://psychic-river.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"psychic_river","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"psychic_river","user_alias":"","profile_url":"http://psychic-river.livejournal.com/profile","alias":0}],"dname":"psychic_river","ctime_ts":1278980421,"tracked":0},{"shown":1,"collapsed":0,"actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10478285","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478285#t10478285","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478285#t10478285","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10478285#t10478285","name":"expand","title":"Expand"}],"uname":"brudewollen","loaded":1,"p_tracked":0,"commenter_journal_base":"http://brudewollen.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10478285,"talkid":40930,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10478285#t10478285","upictitle":"brudewollen: pic#109053544","article":"Yeah, getting hired after one's first professional audition just doesn't happen at all...I mean it happens (heard about it a few other times), but really it doesn't happen. The guy must be terrifically talented.<br /><br />Same goes for Emilia Clarke - girl had, what, a single professional credit before Thrones, a 1-episode appearance on a series? To go from that to the lead of a major show like this is a gigantic step.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 00:31:18 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://brudewollen.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"brudewollen","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"brudewollen","user_alias":"","profile_url":"http://brudewollen.livejournal.com/profile","alias":0}],"dname":"brudewollen","ctime_ts":1278981078,"tracked":0},{"shown":1,"collapsed":0,"actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10479565","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479565#t10479565","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479565#t10479565","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479565#t10479565","name":"expand","title":"Expand"}],"uname":"kelseysnow","loaded":1,"p_tracked":0,"commenter_journal_base":"http://kelseysnow.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10479565,"talkid":40935,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10479565#t10479565","above":10478285,"upictitle":"Kelsey Catherine: pic#94332326","article":"I think these young, fresh talented actors are exactly what makes me terribly excited for the show to air. I love having unknown talent be these characters! <br /><br />I was impressed with Emilia and excited to see John's portrayal of Sam, one of my favourite characters. George, your description of his \"heartbreaking\" scene makes me think he's perfect!","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","below":10480333,"ctime":"July 13 2010, 01:12:34 UTC","parent":10478285,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://kelseysnow.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"kelseysnow","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"kelseysnow","user_alias":"","profile_url":"http://kelseysnow.livejournal.com/profile","alias":0}],"dname":"kelseysnow","ctime_ts":1278983554,"tracked":0},{"shown":0,"collapsed":1,"uname":"metamorphage","loaded":0,"p_tracked":0,"commenter_journal_base":"http://metamorphage.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10480333,"talkid":40938,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10480333#t10480333","above":10479565,"siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","parent":10478285,"massactions":0,"deleted":1,"username":[{"journal_url":"http://metamorphage.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"metamorphage","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"metamorphage","user_alias":"","profile_url":"http://metamorphage.livejournal.com/profile","alias":0}],"dname":"metamorphage","ctime_ts":1278984742,"leafclass":"deleted","tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/94456330/23605443","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10479821","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479821#t10479821","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479821#t10479821","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10479821#t10479821","name":"expand","title":"Expand"}],"uname":"saxster","loaded":1,"p_tracked":0,"commenter_journal_base":"http://saxster.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10479821,"talkid":40936,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10479821#t10479821","upictitle":"saxster: sax","article":"I can only imagine the excitement these actors must be feeling having landed such coveted roles. The casting looks to be excellent all the way through and I'm very glad that you are directly involved in this process. No TV show ever reaches greatness without the right ensemble. ","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 01:22:46 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://saxster.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"saxster","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"saxster","user_alias":"","profile_url":"http://saxster.livejournal.com/profile","alias":0}],"dname":"saxster","ctime_ts":1278984166,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/69818975/4290771","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10480589","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480589#t10480589","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480589#t10480589","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10480589#t10480589","name":"expand","title":"Expand"}],"uname":"silver05","loaded":1,"p_tracked":0,"commenter_journal_base":"http://silver05.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10480589,"talkid":40939,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10480589#t10480589","upictitle":"ksilver: (fox) Foxy Librarian","article":"WOW. That guy has EXACTLY the face I imaged for Samwell!","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 01:40:11 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://silver05.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"silver05","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"silver05","user_alias":"","profile_url":"http://silver05.livejournal.com/profile","alias":0}],"dname":"silver05","ctime_ts":1278985211,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/124674832/7829865","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10481613","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10481613#t10481613","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10481613#t10481613","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10481613#t10481613","name":"expand","title":"Expand"}],"uname":"anywhere_but_nj","loaded":1,"p_tracked":0,"commenter_journal_base":"http://anywhere-but-nj.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10481613,"talkid":40943,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10481613#t10481613","upictitle":"Anywhere_But_NJ: teacher","article":"Bradley-West looks amazing for Sam! I'm really looking forward to seeing him in action.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 01:55:30 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://anywhere-but-nj.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"anywhere_but_nj","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"anywhere_but_nj","user_alias":"","profile_url":"http://anywhere-but-nj.livejournal.com/profile","alias":0}],"dname":"anywhere_but_nj","ctime_ts":1278986130,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/81733719/731384","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10482893","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10482893#t10482893","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10482893#t10482893","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10482893#t10482893","name":"expand","title":"Expand"}],"uname":"infinite_hiatus","loaded":1,"p_tracked":0,"commenter_journal_base":"http://infinite-hiatus.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10482893,"talkid":40948,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10482893#t10482893","upictitle":"Tyson: SOIAF","article":"I'm glad you have some feedback on the casting.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 02:45:59 UTC","massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://infinite-hiatus.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"infinite_hiatus","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"infinite_hiatus","user_alias":"","profile_url":"http://infinite-hiatus.livejournal.com/profile","alias":0}],"dname":"infinite_hiatus","ctime_ts":1278989159,"tracked":0},{"shown":0,"collapsed":1,"uname":"papersky","loaded":0,"p_tracked":0,"commenter_journal_base":"http://papersky.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10485709,"talkid":40959,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10485709#t10485709","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","massactions":0,"deleted":1,"username":[{"journal_url":"http://papersky.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"papersky","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"papersky","user_alias":"","profile_url":"http://papersky.livejournal.com/profile","alias":0}],"dname":"papersky","ctime_ts":1279002621,"leafclass":"deleted","tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/51443191/3030116","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10493389","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10493389#t10493389","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10493389#t10493389","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10493389#t10493389","name":"expand","title":"Expand"}],"uname":"hippoiathanatoi","loaded":1,"p_tracked":0,"commenter_journal_base":"http://hippoiathanatoi.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10493389,"talkid":40989,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10493389#t10493389","above":10485709,"upictitle":"Elio & Linda: Elio","article":"Harry Lloyd indicated a <a href=\"http://www.telegraph.co.uk/culture/culturenews/7072814/David-Dimbleby-questions-Tracey-Emins-feminism.html\" rel=\"nofollow\">\"non-accent\"</a> would be used, ala the LotR films, which I'm assuming means a sort of generalized British accent that doesn't quite belong to any one area, but I may be wrong in that.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 20:36:56 UTC","parent":10485709,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://hippoiathanatoi.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"hippoiathanatoi","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"hippoiathanatoi","user_alias":"","profile_url":"http://hippoiathanatoi.livejournal.com/profile","alias":0}],"dname":"hippoiathanatoi","ctime_ts":1279053416,"tracked":0},{"shown":1,"collapsed":0,"actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10495437","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10495437#t10495437","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10495437#t10495437","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10495437#t10495437","name":"expand","title":"Expand"}],"uname":"brudewollen","loaded":1,"p_tracked":0,"commenter_journal_base":"http://brudewollen.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10495437,"talkid":40997,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10495437#t10495437","above":10493389,"upictitle":"brudewollen: pic#109053544","article":"By \"non-accent\" he might mean Mid-Atlantic, which is what a lot of Shakespearean actors use. It's literally right between US English and UK English and sounds fairly accentless to both but maybe slightly tinged with the other, depending on what is native to you.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 13 2010, 23:46:30 UTC","parent":10493389,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://brudewollen.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"brudewollen","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"brudewollen","user_alias":"","profile_url":"http://brudewollen.livejournal.com/profile","alias":0}],"dname":"brudewollen","ctime_ts":1279064790,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/51443191/3030116","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10502861","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10502861#t10502861","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10502861#t10502861","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10502861#t10502861","name":"expand","title":"Expand"}],"uname":"hippoiathanatoi","loaded":1,"p_tracked":0,"commenter_journal_base":"http://hippoiathanatoi.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10502861,"talkid":41026,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10502861#t10502861","above":10495437,"upictitle":"Elio & Linda: Elio","article":"Ah, well. Perhaps that's what it is. He cites LotR, though, where I can't say I can recall anyone speaking that way. But maybe that's just his recollection.","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 14 2010, 07:18:50 UTC","parent":10495437,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://hippoiathanatoi.livejournal.com/","striked":null,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"hippoiathanatoi","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"hippoiathanatoi","user_alias":"","profile_url":"http://hippoiathanatoi.livejournal.com/profile","alias":0}],"dname":"hippoiathanatoi","ctime_ts":1279091930,"tracked":0},{"shown":1,"collapsed":0,"actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10503373","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10503373#t10503373","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10503373#t10503373","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10503373#t10503373","name":"expand","title":"Expand"}],"uname":"brudewollen","loaded":1,"p_tracked":0,"commenter_journal_base":"http://brudewollen.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10503373,"talkid":41028,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10503373#t10503373","above":10502861,"upictitle":"brudewollen: pic#109053544","article":"A lot of the LotR cast definitely spoke with a Mid-Atlantic dialect:<br /><br /><a href='http://en.wikipedia.org/wiki/Mid-Atlantic_accent' rel='nofollow'>http://en.wikipedia.org/wiki/Mid-Atlant<wbr />ic_accent</a>","siteroot":"http://www.livejournal.com","poster":"grrm","stime":"6 years ago","ctime":"July 14 2010, 07:25:23 UTC","parent":10502861,"massactions":0,"subject":"","deleted":0,"username":[{"journal_url":"http://brudewollen.livejournal.com/","striked":1,"journaltype":"P","userhead_url":"http://l-stat.livejournal.net/img/userinfo_v8.svg?v=17080?v=146.10","color":null,"noctxpopup":0,"side_alias":0,"journal":"brudewollen","inline_css":0,"attrs":null,"is_identity":0,"bold":1,"show_userhead":1,"username":"brudewollen","user_alias":"","profile_url":"http://brudewollen.livejournal.com/profile","alias":0}],"dname":"brudewollen","ctime_ts":1279092323,"tracked":0},{"shown":1,"collapsed":0,"userpic":"http://l-userpic.livejournal.com/51443191/3030116","actions":[{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?replyto=10507725","name":"reply","title":"Reply","footer":1},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10507725#t10507725","name":"permalink","title":"link"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10507725#t10507725","name":"collapse","title":"Collapse"},{"allowed":1,"href":"http://grrm.livejournal.com/161485.html?thread=10507725#t10507725","name":"expand","title":"Expand"}],"uname":"hippoiathanatoi","loaded":1,"p_tracked":0,"commenter_journal_base":"http://hippoiathanatoi.livejournal.com/","statprefix":"http://l-stat.livejournal.net","dtalkid":10507725,"talkid":41045,"thread_url":"http://grrm.livejournal.com/161485.html?thread=10507725#t10507725","above":10503373,"upictitle":"Elio & Linda: Elio","article":"[Nerdfight]<br /><br />Beg to differ, Brude. 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{"id": "35990244", "header": "Số ca F1, F2 tiếp tục tăng, Quảng Trị giãn cách xã hội TP Đông Hà trong 15 ngày", "datetime": "2020-08-10T17:09:00.000+07:00", "summary": "Sáng 10/8, UBND tỉnh Quảng Trị tổ chức cuộc họp để bàn các biện pháp ngăn chặn dịch Covid-19 lây lan trên địa bàn.", "content": "Theo Ban chỉ đạo Phòng, chống dịch Covid-19 tỉnh Quảng Trị, tính đến nay, trên địa bàn có tổng cộng 4 ca dương tính với SARS-CoV-2, gồm: Bệnh nhân 749 (nữ, ngụ tại xã Vĩnh Hòa, huyện Vĩnh Linh), bệnh nhân 750 (nam, ngụ tại phường Đông Lễ, TP Đông Hà), bệnh nhân 832 (nam, ngụ tại xã Hướng Tân, huyện Hướng Hóa), bệnh nhân 833 (nữ, ngụ tại phường Đông Giang, TP Đông Hà); trong đó bệnh nhân 832, 833 được xác định là F1 của bệnh nhân 750.Qua rà soát lịch trình của các bệnh nhân Covid-19, tỉnh Quảng Trị xác định có 155 F1, hơn 1.212 F2; riêng tại huyện Vĩnh Linh có 77 F1. Để hạn chế lây lan trong cộng đồng, tỉnh Quảng Trị đã phong tỏa 4 khu dân cư thuộc phường Đông Lễ, Đông Giang (TP Đông Hà) và thôn Đơn Duệ, xã Vĩnh Hòa (Vĩnh Linh); phong tỏa trung tâm y tế dự phòng cũ huyện Vĩnh Linh và tầng 6, tòa nhà G, Bệnh viện Đa khoa tỉnh Quảng Trị.Tại cuộc họp, nhiều ý kiến đề xuất thực hiện giãn cách xã hội tại TP Đông Hà vì các ca Covid-19 có lịch trình di chuyển phức tạp, yếu tố lây nhiễm trong cộng đồng rất cao. Qua tham khảo ý kiến của lãnh đạo các đơn vị liên quan, cuộc họp đã đi đến thống nhất cần thiết để TP Đông Hà giãn cách xã hội cơ bản theo Chỉ thị 16 của Thủ tướng Chính phủ.Ông Võ Văn Hưng - Chủ tịch UBND tỉnh Quảng Trị cho biết, việc cách ly xã hội tại TP Đông Hà cơ bản theo Chỉ thị 16 bắt đầu từ chiều tối 10/8 hoặc từ sáng 11/8. Quá trình cách ly xã hội, các cuộc họp cần thiết vẫn có thể diễn ra chứ không dừng như trong Chỉ thị 16. Liên quan đến vấn đề này, UBND tỉnh Quảng Trị sẽ có chỉ đạo cụ thể về việc giãn cách xã hội tại TP Đông Hà trong thời gian sớm nhất.Theo đó, việc cách ly tại TP Đông Hà sẽ diễn ra trong 15 ngày theo nguyên tắc gia đình cách ly với gia đình, thôn bản cách ly với thôn bản, xã cách ly với xã, huyện cách ly với huyện. Phân xưởng, nhà máy sản xuất phải bảo đảm khoảng cách an toàn, đeo khẩu trang, thực hiện khử trùng, diệt khuẩn theo quy định.Yêu cầu mọi người dân ở tại nhà, chỉ ra ngoài trong trường hợp thật sự cần thiết như mua lương thực, thực phẩm, thuốc men, cấp cứu, làm việc tại nhà máy, cơ sở sản xuất, cơ sở kinh doanh dịch vụ, hàng hóa thiết yếu không bị đóng cửa, dừng hoạt động và các trường hợp khẩn cấp khác; thực hiện nghiêm việc giữ khoảng cách tối thiểu 2m khi giao tiếp; không tập trung nhiều người ngoài phạm vi công sở, trường học, bệnh viện và tại nơi công cộng. ", "topic": "Pháp luật", "tag": ["Quảng Trị", "Dương tính", "Vĩnh Hòa", "Đông Lễ", "Vĩnh Linh", "UBND tỉnh Quảng Trị", "Đông Hà", "Bệnh nhân", "Thôn Đơn Duệ", "Công thức 1", "Cuộc họp", "Hướng Tân", "Cách ly", "Đông Giang", "Phong tỏa", "Lây lan", "Ban Chỉ đạo Phòng", "Ngụ tại", "SARS-COV-2", "Hướng Hóa"], "link": "http://kinhtedothi.vn/so-ca-f1-f2-tiep-tuc-tang-quang-tri-gian-cach-xa-hoi-tp-dong-ha-trong-15-ngay-392766.html"} |
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{
"ANALYSIS": "Analysis",
"DESCRIPTION": "Description",
"CIPHERTEXT-INPUT-LABEL": "Ciphertext",
"NGRAM": "N-gram",
"GRAM": "gram",
"AMOUNT": "Amount",
"AUTHOR": "Author",
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"LANG": "en",
"VIEW-OPTION": "View as",
"VIEW-OPTION-TABLE": "Table",
"VIEW-OPTION-DIAGRAM": "Diagram",
"BUTTON-LEFT-SHIFT": "Left",
"BUTTON-RIGHT-SHIFT": "Right",
"OUTPUT-LABEL": "Output",
"REFERENCES": "References",
"REFERENCE-WIKI": " Vigenère: <a href='https://en.wikipedia.org/wiki/Vigen%C3%A8re_cipher' target='_blank' rel='noopener'>https://en.wikipedia.org/wiki/Vigen%C3%A8re_cipher</a>",
"REFERENCE-CHART": "used for diagram",
"DESCRIPTION-FIRST-PARAGRAPH": "This tool illustrates how to break a Vigenère encryption. As a first step, please enter a text encoded with Vigenère. Then you can select the length of the N-grams to perform the analysis. This analysis is based on the English alphabet, so non-alphabetic characters like '?', commas and spaces are filtered out.",
"DESCRIPTION-SECOND-PARAGRAPH": "The possible key lengths are then displayed in the diagram, and the divisors of the autocorrelation results are also calculated and included in the diagram.",
"DESCRIPTION-THIRD-PARAGRAPH": "The second view available is a table, in which all N-grams for which the distance between them, has at least one common divisor. These dividers are displayed in the table shown in colour and with a cross. The most likely key length has the most entries. The possible keys are shown below the diagram, these are ordered according to their probability.",
"DESCRIPTION-FOURTH-PARAGRAPH": "Press one of the key lengths and two letter distributions are displayed. The upper distribution is the one from the english language, in the lower distribution will depend on the the letters of the encrypted text in n groups. The first letter represents the first group. Let's assume you have decided on key length 7, then the first letter is placed in the first group , 7th, 14th and so on in the first Group. Now with the help of a letter frequency distribution each Group considered individually. For example, if in the third group the letter 'G' is the most common, it most likely corresponds in plain language to the 'E'.",
"DESCRIPTION-FIFTH-PARAGRAPH": "Whenever the distributions are shifted, the corresponding autocorrelation value calculated and displayed, it is desirable to find the minimum value. Each time the text is moved, the ciphertext is decrypted with the existing key.",
"DESCRIPTION-SIXTH-PARAGRAPH": "For the automatic release of a Vigenère encryption you are invites to use the software CrypTool2 (<a href='https://www.cryptool.org/en/cryptool2'>https://www.cryptool.org/en/cryptool2</a>) .",
"CHOOSE-KEYSIZE-LABEL": "Choose a keysize. Here are the possible keysizes sorted by their probability in descending order.",
"LETTER-BUTTON-DESCRIPTION-FIRST": "You believe the keysize is ",
"LETTER-BUTTON-DESCRIPTION-SECOND": " Since we don't know what each letter of the keyword is, we'll take the key ",
"LETTER-BUTTON-DESCRIPTION-THIRD": " The first table below shows the normal English letter frequency. Click a letter to see the letter frequency of the ciphertext. For example, click the first button and you'll see the letter frequency for letters ",
"LETTER-BUTTON-DESCRIPTION-FOURTH": "Try to adjust the frequency of the ciphertext so that it matches the normal English frequency and the autocorrelation value is the minimum.",
"ENGLISH-TABLE-LABEL": "Normal English letter frequency in %",
"POSSIBLE-KEYSIZE-TABLE-LABEL": "Possible keylengths",
"CIPHERTEXT-TABLE-LABEL": "Letter frequency of the ciphertext in %",
"AUTOCORRELAION-LABEL": "Autocorrelation value of the two distributions:"
}
|
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Prashant Singh<delimit>12<delimit>65<delimit>0<delimit>350<delimit>168<delimit>1234<delimit>https://www.quora.com/profile/Prashant-Singh-25<delimit>http://twitter.com/prash471<delimit>http://www.linkedin.com/in/prash471<delimit>http://www.facebook.com/100001300183723<delimit>If there is a God, atheism must seem to Him as less of an insult than religion.you are always exactly where you're meant to beRemember the good, forget the bad... (more)Loading<delimit>100% Banarasi<delimit>Indian Institute of Technology, Kanpur (IITK)BT-MT Dual, IITK, 2010-15BT-MT Dual, IITK, 2010-15<delimit>Works ApplicationsSingapore 2015Singapore 2015<delimit>Sant Atulanand Convent School, Main Branch1996-20101996-2010<delimit>IndiaIndianIndian<delimit>21<delimit>Indian Institutes of Technology (IITs)Suggest Bio<delimit>8<delimit>Indian Institute of Technology, Kanpur (IITK)BT-MT Dual, IITK, 2010-15BT-MT Dual, IITK, 2010-15<delimit>4 |
{"title": "A quick to implement and effective method for OOD sample detection.", "review": "The authors present a simple algorithm based on the statistics of neural activations of deep networks to detect out-of-distribution samples. The idea is to use the existing running estimate of mean and variance within BatchNorm layers to construct feature representations that are later fed into a simple linear classifier. The authors demonstrate superior performance over the previous state-of-art in the standard evaluation setting and provide fascinating insights and empirical analysis of their method.\n\nThere are several aspects of this work that I admire.\n\n- The authors evaluate the generalization of their OOD detection model through evaluation against unseen OOD samples. This critical evaluation strategy is not typical in this literature and is much needed.\n- The organization of the material and the depth of the discussion is of high quality. They discuss and connect the previous work, they clearly explain the idea and provide empirical results to support the design decisions, and run several experiments to evaluate their method from different angles followed by interesting discussions.\n- The proposed method is easy to implement and has a minimal runtime complexity with no adverse effect on the underlying classifier.\n- The source code is already included in the submission.\n\nMy only concern is that the feature pooling strategy first averages the input spatially, then across the channels. This feature size reduction is necessary because we have to ensure the following OOD classifier does not overfit in the validation stage. However, this reduction also introduces a permutation invariance in the feature space that is not desirable in OOD sample detection. I think it would make the work more valuable if the authors also take a critical look at the possible failure cases -- a short discussion of the weaknesses and assumptions. \n\nOverall, the paper is technically sound and well-organized with sufficient coverage of the previous work. A thorough series of evaluations support the claims. It is a novel combination of existing techniques. The empirical evidence is strong and insightful. Given the simplicity of the method, I would expect a quick adoption by the community.\n------\nRev. In light of the rebuttal and the following discussions I have updated my rating to 7.", "rating": "7: Good paper, accept", "confidence": "4: The reviewer is confident but not absolutely certain that the evaluation is correct"} |
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"description":"<h2>Origin & History</h2> <p>The Odin force was first created when <a href=\"/odin/29-3507/\"> Odin</a> and his two brothers <a href=\"/vili/29-31574/\"> Vili</a> and <a href=\"/ve/29-12910/\"> Ve</a> tried to take down <a href=\"http://www.comicvine.com/surtur/29-10967/\"> Surtur</a> after they had finished taking down The frost giant, <a href=\"/ymir/29-10267/\"> Ymir</a>. When they go there, they tell the fire people that they have come to learn the undiscovered. <a href=\"http://www.comicvine.com/odin/29-3507/\"> Odin</a> asks Surtur if its true that he would one day destroy the nine worlds. Surtur answers him yes and explains how he shall do it using his <a href=\"http://www.comicvine.com/sword-of-doom/18-48502/\"> Sword Of Doom</a> and the <a href=\"/eternal-flame/18-56058/\"> Eternal flame</a>. Odin remarks back \"Wouldn't it be better it the flame was taken out and the sword broken?\". Surtur then returns saying \"The flame cannot be extinguished but they could try to break his sword\". Surtur would then slam his fist on the ground as demons started to come from all corner then the brothers Vili and Ve would summon the raging storms of the arctic to stop the demons. It worked and started to freeze them. <br /><br />Next the three brothers joined into one to battle Surtur. As the battle went on they found out they couldn't best Surtur so they made one final blow which broke Surtur's sword. Vili one of the brothers states it to be a victory while Odin simply says that he will come after them. Ve then would cut down the flame of destruction so that even if Surtur were to reforge his sword he could not kindle it with the flame so that the world wouldn't end. Odin then starts to run to the portal to the nine worlds then releases his brothers who aren't following. One of the brothers says that if they go Surtur shall follow, then suddenly as Surtur emerges from the brimstone lake, a blast would come knocking Odin out of the realm Muspelheim and knocked him out as well. When he had awoken, the entrance to the realm was gone and he had the combined powers of the his brothers which made the Odin Force, however he knew his brothers were dead.</p><a> </a> <h2>Fe<b>ats</b></h2> <ol><li>Helped <a href=\"/thor/29-2268/\"> Thor</a> dent <a href=\"/captain-america/29-1442/\"> Captain America</a>'s <a href=\"/captain-americas-shield/18-50737/\"> shield</a></li><li>Odin used it to create a galaxy then destroy it</li><li>With The Odin Force, Thor takes two nukes out of his chest without injury</li><li>Kills Captain America while destroying his shield</li><li>Kills <a href=\"/wolverine/29-1440/\"> Wolverine</a> while destroying him and his <a href=\"/adamantium/18-40759/\"> Adamantium</a> bones.</li><li>Thor has used the Odin Force to cure a man of his terminal cancer.</li><li>Thor has used the Odin Force to stop time itself. </li><li>Odin used it to cut out the heart of a star, with which it was used to forge and empower the legendary hammer Mjolnir. </li><li>Odin used it to bring back to life both Thor and Brunnhilde.(Valkyrie)</li><li>By channeling the Odin Force into his sacred hammer Mjolnir, Thor decapitated the nigh-invincible Destroyer Armor with one strike. </li><li>Thor used the Odin Force to not only become the supreme ruler of Earth itself, but also eliminate all of its hero's and villains that opposed him.</li><li>Odin used it to transform the cursed Nibelling rings into the gigantic Oversword of Asgard.(now known as the Odinsword) </li><li>Thor used it to destroy the Blood Axe of Skurge the Executioner, stating that only the Odin Force was capable of doing so. </li><li>Thor used the Odin Force to restore not only the floating city of Asgard on Earth, but also restored the lives of all the Asgardians who were lost after Ragnarok. </li><li>Odin used it to create and empower Stormbreaker, the hammer of Beta Ray Bill. </li><li>Odin used it to create and empower the Uru mace Thunderstrike, as a gift to Eric Masterson for all his heroic efforts in Asgard's name. </li><li>Odin used it to trap Surtur within his own body, becoming a living prison for the fire Elemental. </li><li>Odin used it to save the life of Eric Masterson by merging his life force with that of Thor's.</li></ol>",
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"description":"<h2>Origin</h2><p>With great power comes great responsibility, originally With great power there must also come great responsibility was a phrase <a href=\"/uncle-ben/29-3114/\"> Uncle Ben</a> told to <a href=\"/spider-man/29-1443/\"> Spider-Man</a> when Peter was going through teenage angst.</p><p>After Ben's death, the Peter took the time to reflect on himself and the mantra and eventually decided to make it his life's motto. Although the motto is applicable to all stages of life, it is especially relevant to mutants/super-humans. Keep in mind, when Peter, and many super humans first found they had super powers, they used it for personal gain.</p><p>Yet all super-heroes as we know today have gone through the process, understanding their responsibility to protect and further mankind.<br /><br /></p><h3>List of Issues the Line Has Been Stated</h3><p><b><a href=\"http://www.comicvine.com/silver-surfer-vol-3-galactic-grapplerama/37-96268/\"> Silver Surfer Vol. 3 #108</a> - </b>After his powers are returned, the Surfer realizes that he cannot live a casual life as others do, \"I am the bearer of great power -- and with great power, great responsibility!\"<b><br /></b></p><p><b><a href=\"http://www.comicvine.com/annihilation-nova-safety-in-numbers/37-105477/\"> Annihilation: Nova #3</a></b> - <a href=\"/quasar/29-3319/\"> Quasar</a> tells <a href=\"/nova/29-2105/\"> Nova</a> that he has the Quantum Bands and Nova has the Nova Force...and that he needs Richard's help. He then, thinking of their powers, says \"Someone once told me that with great power must also come great responsibility.\" Nova thinks it sounds like something Captain America would say but Quasar tells him it was actually Spider-Man.</p><p><b><a href=\"http://www.comicvine.com/evil-ernie-youth-gone-wild-the-cure-that-kills/37-127222/\"> Evil Ernie: Youth Gone Wild #2</a></b> - <a href=\"/lady-death/29-1847/\"> Lady Death</a> says to <a href=\"/evil-ernie/29-41579/\"> Evil Ernie</a>: \"With great power, comes great responsibility... to those you love\"</p><p><b><a href=\"http://www.comicvine.com/marvel-knights-spider-man-wild-blue-yonder-part-3/37-119603/\"> Marvel Knights Spider-Man #15</a></b> - <a href=\"/ethan-edwards/29-1776/\"> Ethan Edwards</a>' father sends him on the bus with words \"With great power there must also come, great responsibility\" <br /> <br /><b><a href=\"http://www.comicvine.com/the-uncanny-x-men-annual-days-of-future-present-pt-4-you-must-remember-this/37-107610/\"> Uncanny X-Men Annual #14</a> </b>- <a href=\"/wolverine/29-1440/\"> Wolverine</a> explains the concept to <a href=\"/franklin-richards/29-2469/\"> Franklin Richards</a> and <a href=\"/rachel-summers/29-3566/\"> Rachel Summers</a>, enabling them to agree to return home and try to set thiings right.<br /></p>",
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"description":"<p>An Alternate Universe is a plot device to create \"what if\" scenarios. They are also used to narrate other sides of a character that may not be possible in the main story arc.</p><p>An alternate universe is also referred as an alternate time-line, or alternate future. The alternate futures are possible futures which could happen depending on the actions of the past. However, these futures may actually be separate universes in a what-if scenario.</p><p>The Age of Apocalypse is an example of an alternate universe where Professor Xavier was accidentally killed by his own son, Legion when he went back in time to kill Magneto. As a result, Apocalypse ruled this altered timeline in which Xavier had never founded the X-Men.</p><p>Alternate Universes are generally very short lived and often created to demonstrate a 'what if' scenario. The Marvel <a href=\"http://www.comicvine.com/what-if/49-4249/\">What If?</a> volumes as well as the <a href=\"http://www.comicvine.com/marvel-zombies/39-40611/\">Marvel Zombies</a> are a good example of this. The comics describing the alternate universes are usually short, and after they are narrated, they disappear.</p><p>Alternate universe was also shown on the TV series called Sliders where the four sliders travel to each parallel Earth. These parallel Earths have their own alternate histories which would lead to the present day changes. However, the time travel wasn't involved in creating these alternate universes.</p><p>A Parallel Universe is more of a static. An example of this may be an 'opposite' universe, in which the good guys are the bad guys, and the bad guys the good guys. Parallel Universes may be described in mini-arcs, or they may only exist in another Alternate Universe.</p><p>Leading up to the year 2000 <a href=\"http://www.comicvine.com/chaos-comics/57-1864/\">Chaos! Comics</a> devised a 2 year story arc for all its characters where by all the story-lines of the main characters converged around a single story thread that culminated int he total destruction of their universe. In the year 2000 the Chaos Comics universe was remade by a single character who devised 8 worlds and placed each of the main characters into these worlds, reborn for their stories to continue afresh.</p>",
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"description":"<p>The Super-human Registration Act was a bill the <a href=\"http://www.comicvine.com/civil-war/39-40615/\"> Civil War</a> arc revolved around. It deals with sacrificing civil liberties to promote a nation's safety.</p> <p>The SHRA draws many parallels to the United States today, it purposely is very similar to the Patriot Act. However, Civil War soon branches off and it shows how all of the characters deal with the SHRA.</p> <p>The bill took affect after a televised battle between the <a href=\"/new-warriors/65-11896/\"> New Warriors </a>and a group of supervillians in <a href=\"/stamford-ct/34-45571/\"> Stamford, Connecticut</a>. During this battle, the supervillian <a href=\"/nitro/29-3160/\"> Nitro </a>causes his own body to explode, killing all of the New Warriors (with the exception of <a href=\"/robbie-baldwin/29-2104/\"> Speedball</a>) as well as 600 other Stamford residents including sixty children at a nearby elementary school. This caused America to truly fear meta-humans and wished for them to be controlled, the SHRA was America's response. The Super-human Registration Act was passed one week after it was thought up. <br /></p><p>The SHRA requires all meta-humans who wish to employ their powers to register with <a href=\"/shield/65-3775/\"> SHIELD. </a>They must hand over all personal information to SHIELD, but it is not necessary for them to do such to the public (although Spider-Man and Iron-Man, two key supports, did give away their secret identity to the public).</p> <p>Those who are in discord with the SHRA are detained by SHIELD, or heroes in cohort with SHIELD, and then put into a jail specifically for super-humans.</p> <p>It should be noted that <a href=\"/captain-america/29-1442/\"> Captain America </a>is highly against this bill, finding it a breech of the civil liberties that America stands for and for that he was arrested and assassinated.</p> <p>This act led the way for the creation of the <a href=\"/the-initiative/65-42781/\"> 50 State Initiative </a>(an organization that will place a team of registered super-humans in each of America's states) and <a href=\"/camp-hammond/34-42789/\"> Camp Hammond </a>(a ''boot camp'' of sorts for registered super-humans who have no combat training). <br /> <br />As of the conclusion to <a href=\"/siege/39-55985/\"> Siege</a>, Captain America gave the President of the United States a list with his demands on it. One of the demands was to get rid of the Super-Human Registration Act, which the President agreed to.<br /></p>",
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"description":"<h2><b>Note: Do not attach this concept to issues.</b></h2><h2>Marvel Comics</h2><p>Mutants mark the next step in human evolution, commonly referred to as <i>Homo Superior</i>. Mutations manifest in varied and unexpected ways, and mutants may or may not look different than normal humans. A mutation will grant a member of the homo superior species either a <b>psionic</b> or <b>physical</b> ability or some combination thereof. Variations in <i>appearance</i> include abnormal body color, excessive hair or fur, disproportionate or additional limbs, extra appendages (such as tails, wings, or tentacles), textured skin (such as rock or scales) or an animal-like appearance. Powers vary in nature and and include (but are not limited to) superhuman strength, superhuman speed, superhuman senses, flight, telepathy, telekinesis, blast powers, shape shifting, mastery over particular energies/radiation, and control over particular elements.</p><p>Unlike other super-human powers, mutation originates at conception as a result of the presence of a particular gene known as the <a href=\"http://www.comicvine.com/x-gene/12-42328/\">X-Gene</a> (a.k.a. the X-Factor or mutant gene). Mutant powers generally manifest around puberty, but can be catalyzed during periods of heightened emotional or physical stress. Often times, some superhumans are erroneously referred to as \"mutants\" because of unique genetic structure and/or their powers were evident at birth. <i><b>The only true Marvel Mutants are those born with an X-Gene.</b></i></p><p>Among the public, some humans show great fear or hatred towards mutants due to either their abilities, their appearance, or ignorance, but there are mutants (and humans) who make an effort to achieve equality among humans and mutants, but some feel that the humans will never change and will continue to oppress mutantkind.</p><p>There have been attempts to find a formula to neutralize the X-gene for those who wish to lead to what they feel is a normal life.</p><h3>Marvel's First Mutant</h3><p><a href=\"http://www.comicvine.com/namor/29-1476/\">Namor the Sub-Mariner</a> is often labeled as Marvels first mutant, which is true chronologically speaking as he is the first mutant character published by Marvel.</p><p>However the first, as in oldest known mutant in the Marvel universe would be <a href=\"http://www.comicvine.com/selene/29-2176/\">Selene</a>, being well over 10.000 years old.</p><p><b>Chronological list of Marvel mutants:</b></p><ul><li>Selene (over 10.000 years old)</li><li>Forever Man (?)</li><li>Saul (known to be older than Apocalypse)</li><li>Apocalypse (born 3000 BC.)</li><li>Azazel (several thousands years old)</li><li>War (Final Horsemen) (born in the 3rd century)</li><li>Death (Final Horsemen) (born in the 4th century)</li><li>Crule (over 1000 years old )</li><li>Exodus (born in the 12'th century)</li><li>Damian Tryp (Over 800 years old)</li><li>Gideon (several hundred years old)</li><li>Candra (several hundred years old)</li><li>William Burke</li><li>Nicodemus</li><li>Gloria Knoblach (born 1673)</li><li>Clarity (born 1675)</li><li>Dark Mother (born 1680)</li><li>Elias Bogan (over 250 years old)</li><li>Pestilence (Final Horsemen) (born in ~1800)</li><li>Famine (Final Horsemen) (born in ~1800)</li><li>Cyber (born in ~1800)</li><li>Graymalkin (born in ~1800)</li><li>Absalom (over 150 years old)</li><li>Margaret Slade (born in the 1850's)</li><li>Black Womb (born in the 1870's)</li><li>Hamilton Slade (born in the 1870-1880's)</li><li>Frederick Slade (born in the 1870-1880's)</li><li>Jack Starsmore (born in the 1870-1880's)</li><li>Kabar Brashir (born in the 1870-1880's)</li><li>Sabretooth (over 130 years old)</li><li>Destiny (over 130 years old)</li><li>Mystique (over 130 years old)</li><li>Gateway</li><li>Klara Prast (born in 1895)</li><li>Centennial (born in ~1900)</li><li>Wolverine (born in the 1900's)</li><li>Dr. Nemesis (born in the 1900's)</li><li>Magneto (born in the 1920's)</li><li>Namor (born in the 1920's)</li><li>Toro</li><li>Shadow King</li><li>Scalphunter</li></ul><h2>Omega-Level Mutants</h2><p>Omega-level mutants are the most powerful members of the mutant race, with their psionic powers unlimited within the spectrum of their specific field.</p><p>The Omega-Level Mutation term was originally used to label mutants that were the biggest threat. However, <a href=\"http://www.comicvine.com/professor-x/29-1505/\">Professor Xavier</a> would eventually change the meaning of this term. Charles created a classification system for mutants based upon power level using the greek alphabet. Omega-Level Mutants are now known as mutants with potential for immeasurable power. The theory of the omega-level power was explained in the limited series <a href=\"http://www.comicvine.com/x-men-forever/49-26670/\">X-Men: Forever</a>.</p><p>It explained current human population in the Marvel Universe are the result of experiments by the <a href=\"http://www.comicvine.com/celestials/65-13343/\">Celestials</a> eons ago. They were attempting to create humanity and have them evolve into new beings. Those that have achieved Omega-Level powers are nearing the final stage of evolution and often pass along this trait to their progeny.</p><p>The most common listing of qualities needed by these mutants is that they must have unlimited potential, be able to utterly control a substance (examples include ice, matter and energy) and that they can live beyond their physical form. However another way they can be judged to be Omega-level is if they are capable of hosting the Phoenix Force. Be aware, all these are speculations, there are no actual rules for what being an Omega means.</p><p>The confirmed Omega-level mutants that are cited below include:</p><ol><li>Absolom Mercator : <a href=\"http://www.comicvine.com/mr-m/29-40602/\">Mr. M</a></li><li>Gabriel Summers : <a href=\"http://www.comicvine.com/vulcan/29-21233/\">Vulcan</a></li><li>Robert Drake : <a href=\"http://www.comicvine.com/iceman/29-1464/\">Iceman</a></li><li>Jean Grey : <a href=\"http://www.comicvine.com/jean-grey/29-3552/\">Jean Grey</a></li><li>Joshua Foley : <a href=\"http://www.comicvine.com/elixir/29-4552/\">Elixir</a></li><li>Franklin Richards : <a href=\"http://www.comicvine.com/franklin-richards/29-2469/\">Franklin Richards</a></li><li>Quentin Quire : <a href=\"http://www.comicvine.com/kid-omega/29-40583/\">Quentin Quire</a></li><li>Rachel Summers : <a href=\"http://www.comicvine.com/marvel-girl/29-3566/\">Marvel Girl</a></li><li>David Charles Haller : <a href=\"http://www.comicvine.com/legion/29-13349/\">Legion</a></li><li>Nathan Grey : <a href=\"http://www.comicvine.com/x-man/29-15051/\">X-Man</a></li><li>Hope Summers: <a href=\"http://www.comicvine.com/hope-summers/29-49329/\">Hope</a></li></ol><p><b>Comics in Which Omegas Are Confirmed</b></p><ol><li>Mr. M shows spectacular displays of power throughout his few appearances but in is in X-Men: The 198 #2 that Val Cooper tells the X-Men that he is indeed an Omega-level mutant. This is quite possible since he can do anything he wishes and after his physical body was incinerated he still lives.</li><li>Though Vulcan was first referred to as \"beyond Omega-level\", this is impossible since Omega is already unlimited. So this has often been seen as a error in the writer's judgment. In Uncanny X-Men #483 he is confirmed as being Omega-level.</li><li>Iceman and Jean Grey received the title in the X-Men Forever (2001) series.</li><li>Elixir and Franklin Richards were confirmed in the 198 Files.</li><li>Quentin Quire was confirmed as an Omega-level mutant by the <a href=\"http://www.comicvine.com/phoenix-force/29-2164/\">Phoenix Force</a> within X-Men: Phoenix - Endsong, a series in which he briefly possessed the Phoenix Force, which is believed can only be done by Omegas.</li><li>Rachel Summers was confirmed in Uncanny X-Men #208.</li><li>David Charles Haller confirmed in New Mutants #4 (2009)</li><li>X-Man is identified as an Omega-Level mutant in Dark X-Men #2 (2009)</li><li>Hope Summers confirmed in X-men: Phoenix Force Handbook (2010)</li></ol><h3>Beyond Omega?</h3><p>Also there is a character in the Marvel Universe who seems to have surpassed Omega-Level and may be the true pinnacle of human evolution, having evolved beyond death itself, and so he has been deemed Homo Supreme rather than Homo Superior. He has been promised that he will live to see the End of the Universe:</p><ol><li>Craig Hollis/ <a href=\"http://www.comicvine.com/mr-immortal/29-2486/\">Mr. Immortal</a></li></ol><h3>Ex-Mutants and the 198</h3><p>During the Marvel event <a href=\"http://www.comicvine.com/house-of-m/39-40991/\">House of M</a>, mutants are <a href=\"http://www.comicvine.com/decimation/39-43626/\">decimated</a> when <a href=\"http://www.comicvine.com/scarlet-witch/29-1466/\">Wanda Maximoff</a> depowers 98% (actually is closer to 99.9997% by using mathematics.) of the mutant population after being fed up with her father Magneto's mutant cause. This day went on to be known as <a href=\"http://www.comicvine.com/m-day/12-41003/\">M-Day</a>. Notable depowered mutants (or <a href=\"http://www.comicvine.com/ex-mutants/12-45369/\">Ex-Mutants</a>) include Magneto himself, <a href=\"http://www.comicvine.com/quicksilver/29-1467/\">Quicksilver</a>, <a href=\"http://www.comicvine.com/renascence/29-40537/\">Wind Dancer</a>, <a href=\"http://www.comicvine.com/moonstar/29-1463/\">Moonstar</a>, <a href=\"http://www.comicvine.com/rictor/29-10988/\">Rictor</a>, <a href=\"http://www.comicvine.com/decibel/29-2244/\">Chamber</a>, <a href=\"http://www.comicvine.com/jubilee/29-4562/\">Jubilee</a>, <a href=\"http://www.comicvine.com/blob/29-3182/\">The Blob</a>, and <a href=\"http://www.comicvine.com/marrow/29-13726/\">Marrow</a>.</p><p>It was initially estimated by the <a href=\"http://www.comicvine.com/one/65-40667/\">O*N*E*</a> (Office of National Emergency) to only be <a href=\"http://www.comicvine.com/198/12-48559/\">198 mutants</a> left on Earth, although that number has since been refuted to be around 200-300 mutants. Nonetheless, mutants have used that number as a symbol of solidarity representative of their dwindled numbers.</p><h3><u><b>List of Mutants in the Mainstream Marvel Universe</b></u></h3><p>The following is a comprehensive list of all mutants, powered and de-powered, who have originated from the mainstream, present Earth-616 timeline.</p><p><b>- A -</b></p><p><a href=\"http://www.comicvine.com/aardwolf/29-14066/\">Aardwolf</a> (Chon Li)</p><p><a href=\"http://www.comicvine.com/absalom/29-14188/\">Absalom</a></p><p><a href=\"http://www.comicvine.com/abyss/29-15323/\">Abyss</a> (Nils Styger)</p><p><a href=\"/adam-x-treme/29-15108/\">Adam X-Treme</a></p><p><a href=\"http://www.comicvine.com/aero/29-41701/\">Aero</a> (Melody Guthrie)</p><p><a href=\"http://www.comicvine.com/alchemy/29-29255/\">Alchemy</a> (Thomas Jones)</p><p>Amazing Merwoman (Patricia Hamilton)</p><p><a href=\"http://www.comicvine.com/amber/29-9865/\">Amber</a></p><p><a href=\"http://www.comicvine.com/aminedi/29-14908/\">Aminedi</a></p><p>Ampere</p><p><a href=\"http://www.comicvine.com/anais/29-19207/\">Anais</a></p><p><a href=\"http://www.comicvine.com/angel-salvadore/29-40593/\">Angel</a> (Angel Salvadore)</p><p><a href=\"http://www.comicvine.com/angel-dust/29-45613/\">Angel Dust</a> (Christine)</p><p><a href=\"http://www.comicvine.com/annalee/29-14473/\">Annalee</a></p><p><a href=\"http://www.comicvine.com/anole/29-40458/\">Anole</a> (Victor Borkowski)</p><p><a href=\"http://www.comicvine.com/ape/29-13368/\">Ape</a></p><p><a href=\"http://www.comicvine.com/apocalypse/29-7612/\">Apocalypse</a> (En Sabah Nur)</p><p><a href=\"http://www.comicvine.com/angel/29-2112/\">Archangel/Angel</a> (Warren Worthington, III)</p><p><a href=\"http://www.comicvine.com/arclight/29-13369/\">Arclight</a> (Philippa Sontag)</p><p><a href=\"http://www.comicvine.com/armageddon-man/29-15573/\">Armageddon Man</a></p><p><a href=\"http://www.comicvine.com/armor/29-4442/\">Armor</a> (Hisako Ichiki)</p><p><a href=\"http://www.comicvine.com/askari-the-spear/29-3427/\">Askari the Spear</a> (Jono Baraka)</p><p><a href=\"http://www.comicvine.com/astra/29-46525/\">Astra</a></p><p><a href=\"http://www.comicvine.com/asylum/29-2095/\">Asylum</a> (Enrique Manuel Gallante)</p><p><a href=\"http://www.comicvine.com/auric/29-28627/\">Auric</a> (Zhao Kwan)</p><p><a href=\"http://www.comicvine.com/aurora/29-3189/\">Aurora</a> (Jeanne-Marie Beaubier)</p><p><a href=\"http://www.comicvine.com/avalanche/29-3553/\">Avalanche</a> (Dominic Petros)</p><p><a href=\"http://www.comicvine.com/azazel/29-40526/\">Azazel</a></p><h3>- B -</h3><p><a href=\"http://www.comicvine.com/la-bandera/29-15729/\">Bandera, La</a></p><p><a href=\"http://www.comicvine.com/banjo/29-29143/\">Banjo</a> <a href=\"http://www.comicvine.com/banshee/29-9708/\">Banshee</a> (Sean Cassidy)</p><p><a href=\"http://www.comicvine.com/barnacle/29-55362/\">Barnacle</a> (Mortimer Everett)</p><p><a href=\"http://www.comicvine.com/base/29-46516/\">Base</a> (Hiro Sokuto)</p><p><a href=\"http://www.comicvine.com/basilisk/29-14505/\">Basilisk</a></p><p><a href=\"http://www.comicvine.com/blackwing/29-3188/\">Beak</a> (Barnell \"Barry\" Bohusk)</p><p><a href=\"http://www.comicvine.com/beast/29-1462/\">Beast</a> (Dr. Henry McCoy)</p><p><a href=\"http://www.comicvine.com/beautiful-dreamer/29-14552/\">Beautiful Dreamer</a></p><p><a href=\"http://www.comicvine.com/jesse-bedlam/29-15329/\">Bedlam</a> (Jesse Aaronson)</p><p><a href=\"http://www.comicvine.com/beef/29-2139/\">Beef</a> (Budford Wilson)</p><p><a href=\"http://www.comicvine.com/bernard-the-poet/29-38485/\">Bernard the Poet</a></p><p><a href=\"http://www.comicvine.com/berzerker/29-30570/\">Berzerker</a> (Ray Carter)</p><p><a href=\"http://www.comicvine.com/bette/29-50117/\">Bette</a></p><p><a href=\"http://www.comicvine.com/bevatron/29-2141/\">Bevatron</a> (Fabian Marechal-Julbin)</p><p><a href=\"http://www.comicvine.com/big-bertha/29-2490/\">Big Bertha</a> (Ashley Crawford)</p><p><a href=\"http://www.comicvine.com/birdy/29-26846/\">Birdy</a></p><p><a href=\"http://www.comicvine.com/black-box/29-15111/\">Black Box</a> (Garabed Bashur)</p><p><a href=\"http://www.comicvine.com/black-death/29-56298/\">Black Death</a> (Ivan Kivelki)</p><p><a href=\"http://www.comicvine.com/marlene-blackgar/29-21575/\">Blackgar, Marlene</a></p><p><a href=\"http://www.comicvine.com/mulholland/29-45754/\">Black, Mulholland</a></p><p><a href=\"http://www.comicvine.com/black-shadow/29-36026/\">Black Shadow</a></p><p><a href=\"http://www.comicvine.com/black-swan/29-42091/\">Black Swan</a></p><p><a href=\"http://www.comicvine.com/black-tom-cassidy/29-4568/\">Black Tom Cassidy</a> (Thomas Cassidy)</p><p><a href=\"http://www.comicvine.com/black-womb/29-45125/\">Black Womb</a> (Amanda Mueller)</p><p><a href=\"http://www.comicvine.com/siena-blaze/29-14865/\">Blaze, Siena</a></p><p><a href=\"http://www.comicvine.com/blind-faith/29-14922/\">Blind Faith</a> (Alexis Garnoff)</p><p><a href=\"http://www.comicvine.com/blindfold/29-40597/\">Blindfold</a> (Ruth Aldine)</p><p><a href=\"http://www.comicvine.com/blindspot/29-14588/\">Blindspot</a></p><p><a href=\"http://www.comicvine.com/bling/29-40669/\">Bling!</a> (Roxanne \"Roxy\" Washington)</p><p><a href=\"http://www.comicvine.com/blink/29-12548/\">Blink</a> (Clarice Ferguson)</p><p><a href=\"http://www.comicvine.com/bliss/29-44603/\">Bliss</a></p><p><a href=\"http://www.comicvine.com/blob/29-3182/\">Blob</a> (Frederick J. Dukes)</p><p><a href=\"http://www.comicvine.com/blockbuster/29-9737/\">Blockbuster</a> (Michael Baer)</p><p><a href=\"http://www.comicvine.com/bloodlust/29-28480/\">Bloodlust</a> (Beatta Dubiel)</p><p><a href=\"http://www.comicvine.com/astrid-bloom/29-45049/\">Bloom, Astrid</a></p><p><a href=\"http://www.comicvine.com/blow-hard/29-14474/\">Blowhard</a></p><p><a href=\"http://www.comicvine.com/larry-bodine/29-45144/\">Bodine, Larry</a></p><p><a href=\"http://www.comicvine.com/elias-bogan/29-45217/\">Bogan, Elias</a></p><p><a href=\"http://www.comicvine.com/tito-bohusk/29-48656/\">Bohusk, Tito</a></p><p><a href=\"http://www.comicvine.com/bolt/29-10577/\">Bolt</a> (Christopher Bradley)</p><p><a href=\"http://www.comicvine.com/boom-boom/29-2159/\">Boom Boom</a> (Tabitha \"Tabby\" Smith)</p><p>Boost</p><p><a href=\"http://www.comicvine.com/bora/29-28316/\">Bora</a></p><p><a href=\"http://www.comicvine.com/brass/29-42855/\">Braddock, Jamie</a></p><p><a href=\"http://www.comicvine.com/brain-cell/29-27516/\">Brain Cell</a> (Kevin) <a href=\"http://www.comicvine.com/brass/29-42855/\">Brass</a> (Sean Watanabe)</p><p>Breakdown</p><p><a href=\"http://www.comicvine.com/briquette/29-27565/\">Briquette</a></p><p><a href=\"http://www.comicvine.com/spencer-bronson/29-4289/\">Bronson, Spencer</a></p><p><a href=\"http://www.comicvine.com/bugeye/29-29144/\">Bugeye</a></p><p><a href=\"http://www.comicvine.com/bulwark/29-25212/\">Bulwark</a> ( Oswald Boeglin)</p><p><a href=\"http://www.comicvine.com/burke/29-14187/\">Burke, William</a></p><p><a href=\"http://www.comicvine.com/burner/29-14554/\">Burner</a> (Byron Calley)</p><p><a href=\"http://www.comicvine.com/the-burning-puddle/29-50219/\">Burning Puddle</a></p><h3>- C -</h3><p><a href=\"http://www.comicvine.com/cable/29-2157/\">Cable</a> (Nathaniel Summers)</p><p><a href=\"http://www.comicvine.com/caliban/29-9637/\">Caliban</a> <a href=\"http://www.comicvine.com/callisto/29-3423/\">Callisto</a></p><p><a href=\"http://www.comicvine.com/cannonball/29-1496/\">Cannonball</a> (Samuel Guthrie)</p><p><a href=\"http://www.comicvine.com/jumbo-carnation/29-50481/\">Carnation, Jumbo</a></p><p><a href=\"http://www.comicvine.com/catiana/29-40704/\">Catiana</a> (Tatiana Caban)</p><p><a href=\"http://www.comicvine.com/catseye/29-2138/\">Catseye</a> (Sharon Smith)</p><p><a href=\"http://www.comicvine.com/centennial/29-9369/\">Centennial</a> (Rutherford Princeton)</p><p><a href=\"http://www.comicvine.com/decibel/29-2244/\">Chamber</a> (Jonothan \"Jono\" Starsmore)</p><p><a href=\"http://www.comicvine.com/chance-fallen-angels/29-44914/\">Chance</a></p><p><a href=\"http://www.comicvine.com/changeling/29-12636/\">Changeling</a> (Kevin Sidney)</p><p><a href=\"http://www.comicvine.com/lourdes-chantel/29-56615/\">Chantel, Lourdes</a></p><p><a href=\"http://www.comicvine.com/charm/29-1398/\">Charm</a></p><p><a href=\"http://www.comicvine.com/lila-cheney/29-4556/\">Cheney, Lila</a></p><p><a href=\"http://www.comicvine.com/chimera/29-7089/\">Chimera</a></p><p><a href=\"http://www.comicvine.com/chrome/29-41689/\">Chrome</a> (Marc Allen Yuricic)</p><p><a href=\"http://www.comicvine.com/cipher/29-58547/\">Cipher</a> (Alisa Tager)</p><p><a href=\"http://www.comicvine.com/clay/29-6121/\">Clay</a></p><p><a href=\"http://www.comicvine.com/collective-man/29-9751/\">Collective Man</a> (Chang Tao-Yu)</p><p><a href=\"http://www.comicvine.com/collective-man/29-9751/\">Collective Man</a> (Han Tao-Yu)</p><p><a href=\"http://www.comicvine.com/collective-man/29-9751/\">Collective Man</a> (Ho Tao-Yu)</p><p><a href=\"http://www.comicvine.com/collective-man/29-9751/\">Collective Man</a> (Lin Tao-Yu)</p><p><a href=\"http://www.comicvine.com/collective-man/29-9751/\">Collective Man</a> (Sun Tao-Yu)</p><p><a href=\"http://www.comicvine.com/rusty-collins/29-13376/\">Collins, Rusty</a></p><p><a href=\"http://www.comicvine.com/colossus/29-1460/\">Colossus</a> (Piotr \"Peter\" Rasputin)</p><p><a href=\"http://www.comicvine.com/concussion/29-14924/\">Concussion</a> (Mikhail)</p><p><a href=\"http://www.comicvine.com/conquistador/29-59348/\">Conquistador</a> (Miguel Provenza)</p><p><a href=\"http://www.comicvine.com/cooter/29-14882/\">Cooter</a></p><p><a href=\"http://www.comicvine.com/courier/29-14154/\">Courier</a> (Jacob Gavin, Jr.)</p><p><a href=\"http://www.comicvine.com/crimson-commando/29-14906/\">Crimson Commando</a> (Frank Bohannon<b>)</b></p><p>Crimson Commando</p><p><a href=\"http://www.comicvine.com/crimson-daffodil/29-7539/\">Crimson Daffodil</a> (Vernon French)</p><p><a href=\"http://www.comicvine.com/elijah-cross/29-43337/\">Cross, Elijah</a></p><p><a href=\"http://www.comicvine.com/selby/29-31267/\">Crypto</a> (Donald Selby)</p><p><a href=\"http://www.comicvine.com/cybelle/29-14475/\">Cybelle</a></p><p><a href=\"http://www.comicvine.com/cyber/29-7597/\">Cyber</a></p><p><a href=\"http://www.comicvine.com/cyclops/29-1459/\">Cyclops</a> (Scott Summers)</p><p><a href=\"http://www.comicvine.com/cypher/29-14559/\">Cypher</a> (Douglas Ramsey)</p><h3>- D -</h3><p><a href=\"http://www.comicvine.com/daken/29-42501/\">Daken</a> (Akihiro Howlett)</p><p><a href=\"http://www.comicvine.com/darkstar/29-10990/\">Darkstar</a> (Laynia Petrovna)</p><p><a href=\"http://www.comicvine.com/darwin/29-40600/\">Darwin</a> (Armando Mu\u00f1oz)</p><p><a href=\"http://www.comicvine.com/dazzler/29-1498/\">Dazzler</a> (Alison Blaire)</p><p><a href=\"http://www.comicvine.com/deadbolt/29-25196/\">Deadbolt</a></p><p><a href=\"http://www.comicvine.com/dead-girl/29-11483/\">Dead Girl</a> (Moonbeam)</p><p><a href=\"http://www.comicvine.com/decay/29-42193/\">Decay</a> (Jacob Lashinski<b>)</b></p><p><a href=\"http://www.comicvine.com/johnny-dee/29-40785/\">Dee, Johnny</a></p><p><a href=\"http://www.comicvine.com/delgado/29-25872/\">Delgado</a> (Marco Delgado)</p><p><a href=\"http://www.comicvine.com/destiny/29-3557/\">Destiny</a> (Irene Adler)</p><p><a href=\"http://www.comicvine.com/arcadia/29-15553/\">Deville, Arcadia</a></p><p><a href=\"http://www.comicvine.com/diamond-lil/29-5021/\">Diamond Lil</a> (Lillian Crawley)</p><p>Dirtnap</p><p><a href=\"http://www.comicvine.com/dj/29-41703/\">DJ</a> (Mark Sheppard)</p><p>DOA</p><p><a href=\"http://www.comicvine.com/cecilia-reyes/29-14177/\">Doctor Cecilia Reyes</a></p><p><a href=\"http://www.comicvine.com/dr-james-bradley/29-29259/\">Doctor Nemesis</a> (Doctor James Bradley)</p><p><a href=\"http://www.comicvine.com/domino/29-2161/\">Domino</a> (Neena Thurman)</p><p><a href=\"http://www.comicvine.com/alison-double/29-45046/\">Double, Alison</a></p><p><a href=\"http://www.comicvine.com/double-trouble/29-14021/\">Double Trouble</a></p><p><a href=\"http://www.comicvine.com/dragoness/29-15590/\">Dragoness</a> (Tamara Kurtz)</p><p><a href=\"http://www.comicvine.com/dragonwing/29-10585/\">Dragonwing</a></p><p><a href=\"http://www.comicvine.com/dryad/29-41640/\">Dryad</a> (Callie Betto)</p><p><a href=\"http://www.comicvine.com/dummy/29-48119/\">Dummy</a></p><p><a href=\"http://www.comicvine.com/dust/29-4555/\">Dust</a> (Sooraya Qadir)</p><h3>- E -</h3><p>Ebon</p><p><a href=\"http://www.comicvine.com/el-aguila/29-32736/\">El Aguila</a> (Alejandro Montoya)</p><p><a href=\"http://www.comicvine.com/electric-eve/29-45616/\">Electric Eve</a> (Eve)</p><p><a href=\"http://www.comicvine.com/elixir/29-4552/\">Elixir</a> (Joshua Foley)</p><p><a href=\"http://www.comicvine.com/empath/29-2173/\">Empath</a> (Manuel de la Rocha)</p><p><a href=\"http://www.comicvine.com/emplate/29-10579/\">Emplate</a> (Marius St. Croix)</p><p>Empyrean (Jonathon Bartholomew Chambers)</p><p><a href=\"http://www.comicvine.com/erg/29-13366/\">Erg</a></p><p><a href=\"http://www.comicvine.com/ernst/29-40868/\">Ernst</a></p><p><a href=\"http://www.comicvine.com/ever/29-15134/\">Ever</a></p><p><a href=\"http://www.comicvine.com/exodus/29-4567/\">Exodus</a> (Bennet du Paris)</p><p><a href=\"http://www.comicvine.com/eye-scream/29-43186/\">Eye-Scream</a></p><h3>- F -</h3><p>Falcones, Arturo</p><p><a href=\"http://www.comicvine.com/famine/29-24135/\">Famine</a> (Autumn Rolfson)</p><p><a href=\"http://www.comicvine.com/fatale/29-15099/\">Fatale</a> (Pamela Greenwood)</p><p><a href=\"http://www.comicvine.com/feedback/29-26475/\">Feedback</a> (Albert Louis)</p><p><a href=\"http://www.comicvine.com/bobby-soul/29-46536/\">Felon</a> (Bobby Soul)</p><p><a href=\"http://www.comicvine.com/feral/29-2160/\">Feral</a> (Maria Callasantos)</p><p><a href=\"http://www.comicvine.com/eden-fesi/29-62072/\">Fesi, Eden</a></p><p><a href=\"http://www.comicvine.com/fever-pitch/29-15322/\">Fever Pitch</a></p><p>Filthy Frankie (Francis Zaprudur)</p><p><a href=\"http://www.comicvine.com/firebug/29-27579/\">Firebug</a></p><p><a href=\"http://www.comicvine.com/firestar/29-2101/\">Firestar</a> (Angelica Jones)</p><p><a href=\"http://www.comicvine.com/flambe/29-27630/\">Flambe</a></p><p><a href=\"http://www.comicvine.com/flashback/29-4816/\">Flashback</a> (Gardner Monroe)</p><p><a href=\"http://www.comicvine.com/flatman/29-2487/\">Flatman</a> (Val Ventura)</p><p><a href=\"http://www.comicvine.com/flex/29-5013/\">Flex</a> (Adrian Corbo)</p><p><a href=\"http://www.comicvine.com/flubber/29-41638/\">Flubber</a></p><p><a href=\"http://www.comicvine.com/fontanelle/29-14173/\">Fontanelle</a> (Gloria Dayne)</p><p><a href=\"http://www.comicvine.com/forearm/29-13315/\">Forearm</a></p><p><a href=\"http://www.comicvine.com/forge/29-4279/\">Forge</a></p><p><a href=\"http://www.comicvine.com/freakshow/29-4994/\">Freakshow</a></p><p><a href=\"http://www.comicvine.com/frenzy/29-2163/\">Frenzy</a> (Joanna Cargill)</p><p><a href=\"http://www.comicvine.com/adrienne-frost/29-10567/\">Frost, Adrienne</a></p><p><a href=\"http://www.comicvine.com/cordelia-frost/29-10571/\">Frost, Cordelia</a></p><p><a href=\"http://www.comicvine.com/emma-frost/29-1457/\">Frost, Emma</a></p><h3>- G -</h3><p><a href=\"/gabriel-cohuelo/29-72741/\">Gabriel</a> ( Gabriel Cohuelo)</p><p><a href=\"http://www.comicvine.com/gambit/29-1499/\">Gambit</a> (Remy LeBeau)</p><p><a href=\"http://www.comicvine.com/gargouille/29-44286/\">Gargouille</a> (Lavinia LeBlanc)</p><p><a href=\"http://www.comicvine.com/jeffrey-garrett/29-12599/\">Garrett, Jeffrey</a></p><p><a href=\"http://www.comicvine.com/sean-garrison/29-45226/\">Garrison, Dr. Sean</a></p><p><a href=\"http://www.comicvine.com/ghoul/29-29247/\">Gateway</a></p><p><a href=\"http://www.comicvine.com/gazer/29-40604/\">Gazer</a></p><p><a href=\"http://www.comicvine.com/gentle/29-41124/\">Gentle</a> (Nezhno Abidemi)</p><p><a href=\"http://www.comicvine.com/carter-ghazikhanian/29-4566/\">Ghazkihanian, Carter</a></p><p><a href=\"http://www.comicvine.com/ghost-girl/29-5056/\">Ghost Girl (Lilli)</a></p><p><a href=\"http://www.comicvine.com/gibbon/29-23687/\">Gibbon</a> (Martin Blank)</p><p><a href=\"http://www.comicvine.com/gideon/29-2162/\">Gideon</a></p><p><a href=\"http://www.comicvine.com/glob-herman/29-40586/\">Glob Herman</a></p><p><a href=\"http://www.comicvine.com/gloom/29-31257/\">Gloom</a></p><p><a href=\"http://www.comicvine.com/goblyn/29-26479/\">Goblyn</a> (Goblyn Dean)</p><p>Golden Child (Paul Patterson)</p><p><a href=\"http://www.comicvine.com/gorgeous-george/29-4423/\">Gorgeous George</a> (George Blair)</p><p><a href=\"http://www.comicvine.com/mary-purcell/29-47441/\">Green Ghost</a> (Mary Purcell)</p><p><a href=\"http://www.comicvine.com/greymalkin/29-50798/\">Greymalkin</a> (Jonas Greymalkin)</p><p><a href=\"http://www.comicvine.com/grizzly/29-15203/\">Grizzly</a> (Theodore Winchester)</p><p><a href=\"http://www.comicvine.com/michael-pointer/29-7600/\">Guardian</a> (Michael Pointer)</p><p><a href=\"http://www.comicvine.com/cyber/29-7597/\">Gunderson, Milo</a></p><p><a href=\"http://www.comicvine.com/jeb-guthrie/29-45121/\">Guthrie, Jeb</a></p><h3>- H -</h3><p><a href=\"http://www.comicvine.com/hack/29-4995/\">Hack</a></p><p><a href=\"http://www.comicvine.com/hairbag/29-15786/\">Hairbag</a> (Michael Suggs)</p><p><a href=\"http://www.comicvine.com/harmony/29-50217/\">Harmony</a></p><p><a href=\"http://www.comicvine.com/harness/29-2154/\">Harness</a> (Erika Benson)</p><p><a href=\"http://www.comicvine.com/harpoon/29-9733/\">Harpoon</a> (Kodiak Noatak)</p><p><a href=\"http://www.comicvine.com/havok/29-3546/\">Havok</a> (Alexander Summers)</p><p><a href=\"http://www.comicvine.com/alice-hayes/29-40935/\">Hayes, Alice</a></p><p><a href=\"http://www.comicvine.com/gene-hayes/29-40934/\">Hayes, Gene</a></p><p><a href=\"http://www.comicvine.com/molly-hayes/29-1936/\">Hayes, Molly</a></p><p><a href=\"http://www.comicvine.com/hazard/29-27464/\">Hazard</a> (Carter Alexander Ryking)</p><p><a href=\"http://www.comicvine.com/healer/29-13365/\">Healer</a></p><p><a href=\"http://www.comicvine.com/hellion/29-40454/\">Hellion</a> (Julian Keller)</p><p><a href=\"http://www.comicvine.com/hemingway/29-25521/\">Hemingway</a></p><p><a href=\"http://www.comicvine.com/hollow/29-10573/\">Hollow</a></p><p>Honda, Seiji</p><p><a href=\"http://www.comicvine.com/hope/29-7332/\">Hope</a> (Esperanza Ling)</p><p><a href=\"http://www.comicvine.com/hope-summers/29-49329/\">Hope</a> (Hope Summers)</p><p><a href=\"http://www.comicvine.com/the-host/29-4291/\">Host, The</a></p><p><a href=\"http://www.comicvine.com/hub/29-3432/\">Hub</a></p><p>Hudson, Victor</p><p><a href=\"http://www.comicvine.com/humus-sapien/29-34526/\">Humus Sapien</a> (Sonny Baredo)</p><p><a href=\"http://www.comicvine.com/hurricane/29-50541/\">Hurricane</a></p><p><a href=\"http://www.comicvine.com/husk/29-3426/\">Husk</a> (Paige Guthrie)</p><h3>- I -</h3><p><a href=\"/idie-okonkwo/29-73388/\">Idie</a> (Idie Okonkwo)</p><p><a href=\"http://www.comicvine.com/icarus/29-9739/\">Icarus</a> (Joshua \"Jay\" Guthrie)</p><p><a href=\"http://www.comicvine.com/iceman/29-1464/\">Iceman</a> (Robert Drake)</p><p><a href=\"http://www.comicvine.com/indra/29-40671/\">Indra</a> (Paras Gavaskar)</p><p><a href=\"http://www.comicvine.com/shola-inkosi/29-3424/\">Inkosi, Shola</a></p><p><a href=\"http://www.comicvine.com/iron-curtain/29-14925/\">Iron Curtain</a> (Simas Androvich) <a href=\"http://www.comicvine.com/shirow-ishihara/29-14203/\">Ishihara, Shirow</a>Ivanova, Elena</p><h3>- J -</h3><p><a href=\"http://www.comicvine.com/janus/29-53979/\">Janus</a></p><p><a href=\"http://www.comicvine.com/javitz/29-15104/\">Javitz</a> (Isaac Javitz)</p><p><a href=\"http://www.comicvine.com/jazz/29-40786/\">Jazz</a> (John Arthur Zander)</p><p><a href=\"http://www.comicvine.com/madison-jeffries/29-24399/\">Jeffries, Madison</a></p><p><a href=\"http://www.comicvine.com/jetstream/29-2143/\">Jetstream</a> (Haroun ibn Sallah al-Rashid)</p><p><a href=\"http://www.comicvine.com/jillian/29-45636/\">Jillian</a></p><p><a href=\"http://www.comicvine.com/martha-johansson/29-41121/\">Johannson, Martha</a></p><p><a href=\"http://www.comicvine.com/joseph/29-15063/\">Joseph</a></p><p><a href=\"http://www.comicvine.com/jubilee/29-4562/\">Jubilee</a> (Jubilation Lee)</p><p>Jun, Ao</p><p><a href=\"http://www.comicvine.com/justice/29-4811/\">Justice</a> (Vance Astrovik)</p><h3>- K -</h3><p><a href=\"http://www.comicvine.com/kamal/29-15068/\">Kamal</a> (Kamal el Alaqui)</p><p><a href=\"http://www.comicvine.com/kamikaze/29-28649/\">Kamikaze</a></p><p><a href=\"http://www.comicvine.com/karma/29-9849/\">Karma</a> (Xi'an Coy Manh)</p><p><a href=\"http://www.comicvine.com/katu/29-14869/\">Katu</a> (Katu Kath)</p><p><a href=\"http://www.comicvine.com/benazir-kaur/29-9706/\">Kaur, Benazir</a></p><p><a href=\"http://www.comicvine.com/key/29-15173/\">Key</a></p><p><a href=\"http://www.comicvine.com/kid-omega/29-40583/\">Kid Omega</a> (Quentin Quire)</p><p><a href=\"http://www.comicvine.com/benedict-kine/29-9705/\">Kine, Benedict</a></p><p><a href=\"http://www.comicvine.com/king-bedlam/29-15576/\">King Bedlam</a> (Christopher Aaronson)</p><p><a href=\"http://www.comicvine.com/johnny-kitano/29-4283/\">Kitano, Johnny</a></p><p><a href=\"http://www.comicvine.com/kiwi-black/29-45566/\">Kiwi Black</a></p><p><a href=\"http://www.comicvine.com/kleinstock-brothers/29-15102/\">Kleinstock, Eric</a></p><p><a href=\"http://www.comicvine.com/kleinstock-brothers/29-15102/\">Kleinstock, Harlan</a></p><p><a href=\"http://www.comicvine.com/kleinstock-brothers/29-15102/\">Kleinstock, Sven</a></p><p><a href=\"http://www.comicvine.com/alyosha-kravinoff/29-24652/\">Kravinoff, Aloysha</a></p><h3>- L -</h3><p><a href=\"http://www.comicvine.com/lady-mastermind/29-12055/\">Lady Mastermind</a> (Regan Wyngarde)</p><p>Landru, Matt</p><p><a href=\"http://www.comicvine.com/landscape/29-24189/\">Landscape</a> (Brett)</p><p><a href=\"http://www.comicvine.com/lara-the-illusionist/29-45618/\">Lara the Illusionist</a> (Lara King)</p><p><a href=\"/laurie/29-72484/\">Laurie</a></p><p><a href=\"http://www.comicvine.com/leech/29-3193/\">Leech</a></p><p><a href=\"http://www.comicvine.com/legion/29-13349/\">Legion</a> (David Haller)</p><p><a href=\"http://www.comicvine.com/harry-leland/29-3555/\">Leland, Harry</a></p><p><a href=\"http://www.comicvine.com/hannah-levy/29-45617/\">Levy, Hannah</a></p><p><a href=\"http://www.comicvine.com/alexander-lexington/29-63385/\">Lexington, Alexander</a></p><p><a href=\"http://www.comicvine.com/lifeforce/29-25194/\">Lifeforce</a></p><p><a href=\"http://www.comicvine.com/lifter/29-14555/\">Lifter</a> (Ned Lanthrop)</p><p><a href=\"http://www.comicvine.com/lightbright/29-13748/\">Lightbright</a> (Obax Majid)</p><p>Lightning Rod</p><p><a href=\"http://www.comicvine.com/lil-bro/29-56771/\">Lil' Bro</a></p><p><a href=\"http://www.comicvine.com/litterbug/29-41704/\">Litterbug</a></p><p>Living Diamond (Jack Winters)</p><p><a href=\"http://www.comicvine.com/loa/29-40672/\">Loa</a> (Alani Ryan)</p><p><a href=\"http://www.comicvine.com/maximus-lobo/29-40522/\">Lobo, Maximus</a></p><p><a href=\"http://www.comicvine.com/locus/29-15578/\">Locus</a></p><p><a href=\"http://www.comicvine.com/lois-london/29-43175/\">London, Lois</a></p><p><a href=\"http://www.comicvine.com/lorelei-travis/29-7203/\">Lorelei</a> (Lorelei Travis)</p><h3>- M -</h3><p><a href=\"http://www.comicvine.com/m/29-40460/\">M</a> (Monet St. Croix)</p><p><a href=\"http://www.comicvine.com/madam-drache/29-50119/\">Madam Drache</a></p><p><a href=\"http://www.comicvine.com/artie/29-10574/\">Maddicks, Artie</a></p><p><a href=\"http://www.comicvine.com/maggott/29-15072/\">Maggott</a> (Japheth)</p><p><a href=\"http://www.comicvine.com/illyana-rasputin/29-8303/\">Magik</a> (Illyana Rasputin)</p><p><a href=\"http://www.comicvine.com/magma/29-4558/\">Magma</a> (Amara Aquilla)</p><p><a href=\"http://www.comicvine.com/magneto/29-1441/\">Magneto</a> (Max Eisenhardt)</p><p><a href=\"http://www.comicvine.com/malice/29-11877/\">Malice</a></p><p><a href=\"http://www.comicvine.com/mammomax/29-4569/\">Mammomax</a> (Maximus Jensen)</p><p><a href=\"http://www.comicvine.com/mandrill/29-6829/\">Mandrill</a> (Jerome Bee chman)</p><p><a href=\"http://www.comicvine.com/leong-coy-manh/29-46527/\">Manh, Leong Coy</a></p><p><a href=\"http://www.comicvine.com/nga-coy-manh/29-46528/\">Manh, Nga Coy</a></p><p><a href=\"http://www.comicvine.com/tran-coy-manh/29-62041/\">Manh, Tran Coy</a></p><p><a href=\"http://www.comicvine.com/manikin/29-26478/\">Manikin</a> (Whitman Knapp)</p><p><a href=\"http://www.comicvine.com/marrow/29-13726/\">Marrow</a> (Sarah)</p><p><a href=\"http://www.comicvine.com/mary-zero/29-8426/\">Mary Zero</a> (Mary)</p><p><a href=\"http://www.comicvine.com/masque/29-7252/\">Masque</a></p><p><a href=\"http://www.comicvine.com/mastermind/29-8306/\">Mastermind</a> (Jason Wyngarde)</p><p><a href=\"http://www.comicvine.com/martinique-jason/29-15167/\">Mastermind</a> (Martinique Wyngarde)</p><p><a href=\"http://www.comicvine.com/match/29-40674/\">Match</a> (Ben Hammil)</p><p><a href=\"http://www.comicvine.com/maverick/29-8307/\">Maverick</a> (Christopher Nord)</p><p><a href=\"/meggan/29-7604/\">Meggan</a> (Meggan Puceanu)</p><p><a href=\"http://www.comicvine.com/meld/29-15070/\">Meld</a> (Jeremiah Muldoon)</p><p><a href=\"http://www.comicvine.com/seamus-melloncamp/29-27045/\">Mellancamp, Seamus</a></p><p>Membrain</p><p><a href=\"http://www.comicvine.com/meme/29-41847/\">Meme</a></p><p><a href=\"http://www.comicvine.com/mentac/29-14923/\">Mentac</a></p><p><a href=\"http://www.comicvine.com/mentallo/29-13922/\">Mentallo</a> (Marvin Flumm)</p><p><a href=\"http://www.comicvine.com/mercury/29-15078/\">Mercury</a> (Cessily Kincaid)</p><p><a href=\"http://www.comicvine.com/mesmero/29-5065/\">Mesmero</a> (Vincent)</p><p><a href=\"http://www.comicvine.com/microbe/29-40859/\">Microbe</a> (Zachary Smith, Jr.)</p><p><a href=\"http://www.comicvine.com/micromax/29-14812/\">Micromax</a> (Scott Wright)</p><p><a href=\"http://www.comicvine.com/milan/29-15126/\">Milan</a> (Francis Milan)</p><p><a href=\"http://www.comicvine.com/mindblast/29-46246/\">Mindblast</a> (Danielle Forte)</p><p><a href=\"http://www.comicvine.com/mindmeld/29-15598/\">Mindmeld</a></p><p><a href=\"http://www.comicvine.com/moonstar/29-1463/\">Mirage</a> (Danielle Moonstar)</p><p><a href=\"http://www.comicvine.com/miss-saccharine/29-50215/\">Miss Saccharine</a></p><p><a href=\"http://www.comicvine.com/mister-x/29-15623/\">Mister X</a></p><p><a href=\"http://www.comicvine.com/mr-m/29-40602/\">Mister M</a> (Absolom Zebardyn Mercator)</p><p><a href=\"http://www.comicvine.com/mist-mistress/29-45619/\">Mist Mistress</a></p><p><a href=\"http://www.comicvine.com/mondo/29-10572/\">Mondo</a></p><p><a href=\"http://www.comicvine.com/monsoon/29-26461/\">Monsoon</a> (Aloba Dastoor)</p><p><a href=\"http://www.comicvine.com/mother-inferior/29-28287/\">Mother Inferior</a></p><p><a href=\"http://www.comicvine.com/steed/29-24084/\">Ms. Steed</a> (Emma Steed)</p><p><a href=\"http://www.comicvine.com/madrox/29-7910/\">Multiple Man</a> (James \"Jamie\" Madrox)</p><p><a href=\"http://www.comicvine.com/murmur/29-5011/\">Murmur</a> (Arlette Truffaut)</p><p><a href=\"http://www.comicvine.com/mutant-zero/29-44547/\">Mutant Zero</a> ( <a href=\"http://www.comicvine.com/typhoid-mary/29-1536/\">Mary Walker</a>)</p><p><a href=\"http://www.comicvine.com/mystique/29-1469/\">Mystique</a> (Raven Darkh\u00f6lme)</p><h3>- N -</h3><p><a href=\"http://www.comicvine.com/nanny/29-7567/\">Nanny</a></p><p><a href=\"http://www.comicvine.com/native/29-6789/\">Native</a></p><p><a href=\"http://www.comicvine.com/negasonic-teenage-warhead/29-41178/\">Negasonic Teenage Warhead</a></p><p><a href=\"http://www.comicvine.com/nekra/29-13896/\">Nekra</a> (Nekra Sinclair)</p><p><a href=\"http://www.comicvine.com/neophyte/29-15066/\">Neophyte</a> (Simon Hall)</p><p><a href=\"http://www.comicvine.com/network/29-40657/\">Network</a> (Sarah Vale)</p><p><a href=\"http://www.comicvine.com/neurotap/29-46599/\">Neurotap</a> (Michelle Balters)</p><p><a href=\"http://www.comicvine.com/neutrino-annihilator/29-11630/\">Neutrino Annihilator</a> (Kirk)</p><p><a href=\"http://www.comicvine.com/nicodemus/29-14189/\">Nicodemus</a></p><p><a href=\"http://www.comicvine.com/nightcrawler/29-1461/\">Nightcrawler</a> (Kurt Wagner)</p><p><a href=\"http://www.comicvine.com/nightwind/29-10583/\">Nightwind</a></p><p><a href=\"http://www.comicvine.com/kiden-nixon/29-40702/\">Nixon, Kiden</a></p><p>Noise (Julio Mendoza)</p><p><a href=\"http://www.comicvine.com/northstar/29-3190/\">Northstar</a> (Jean-Paul Beaubier)</p><p><a href=\"http://www.comicvine.com/nuklo/29-14560/\">Nuklo</a> (Robert Frank, Jr.)</p><p><a href=\"http://www.comicvine.com/tattoo-artist/29-56226/\">Nu\u00f1ez, Leon</a></p><p><a href=\"http://www.comicvine.com/nuwa/29-57297/\">Nuwa</a></p><h3>- O -</h3><p><a href=\"http://www.comicvine.com/omega-red/29-9729/\">Omega Red</a> (Arkady Rossovich)</p><p><a href=\"http://www.comicvine.com/ophis/29-45569/\">Ophis</a></p><p><a href=\"http://www.comicvine.com/onyxx/29-40670/\">Onyxx</a> (Sidney Green)</p><p>Orator (Victor Ludwig)</p><p><a href=\"http://www.comicvine.com/armena-ortega/29-45615/\">Ortega, Armena</a></p><p>Ortega, Chamayra</p><p>Ortega, Esteban</p><p><a href=\"http://www.comicvine.com/outlaw/29-8425/\">Outlaw</a> (Inez Temple)</p><p><a href=\"http://www.comicvine.com/overrider/29-48346/\">Overrider</a> (Richard Rennselaer)</p><h3>- P -</h3><p>Paint</p><p><a href=\"http://www.comicvine.com/paradigm/29-15574/\">Paradigm</a></p><p><a href=\"http://www.comicvine.com/pasco/29-54100/\">Pasco</a></p><p><a href=\"http://www.comicvine.com/paralyzer/29-47642/\">Paralyzer</a> (Randall Darby) <a href=\"http://www.comicvine.com/sammy/29-4572/\">Pare, Sammy</a></p><p><a href=\"http://www.comicvine.com/pathway/29-43469/\">Pathway</a> (Laura Dean)</p><p><a href=\"http://www.comicvine.com/pavane/29-48537/\">Pavane</a></p><p><a href=\"http://www.comicvine.com/peepers/29-19354/\">Peepers</a> (Peter Quinn)</p><p><a href=\"http://www.comicvine.com/persuasion/29-28770/\">Persuasion</a> (Kara Killgrave)</p><p><a href=\"http://www.comicvine.com/pester/29-48165/\">Pester</a></p><p><a href=\"http://www.comicvine.com/petra/29-59244/\">Petra</a></p><p><a href=\"http://www.comicvine.com/phantazia/29-9713/\">Phantazia</a> (Eileen Harsaw)</p><p><a href=\"http://www.comicvine.com/jean-grey/29-3552/\">Phoenix</a> (Jean Grey)</p><p><a href=\"http://www.comicvine.com/pipeline/29-23330/\">Pipeline</a> (Cormick Grimshaw)</p><p><a href=\"http://www.comicvine.com/piper/29-13886/\">Piper</a></p><p><a href=\"http://www.comicvine.com/pixie/29-40673/\">Pixie</a> (Megan Gwynn)</p><p><a href=\"http://www.comicvine.com/pestilence/29-24133/\">Plague</a></p><p><a href=\"http://www.comicvine.com/polaris/29-1473/\">Polaris</a> (Lorna Dane)</p><p><a href=\"http://www.comicvine.com/portal/29-9451/\">Portal</a> (Charles Little Sky)</p><p><a href=\"http://www.comicvine.com/postman/29-45620/\">Postman</a> (David)</p><p><a href=\"http://www.comicvine.com/preview/29-41700/\">Preview</a> (Jessica Vale)</p><p><a href=\"http://www.comicvine.com/primal/29-24208/\">Primal</a> (Adam Berman)</p><p><a href=\"http://www.comicvine.com/prism/29-9736/\">Prism</a> (Robbie)</p><p><a href=\"http://www.comicvine.com/prodigy/29-40475/\">Prodigy</a> (David Alleyne)</p><p><a href=\"http://www.comicvine.com/professor-x/29-1505/\">Professor X</a> (Professor Charles Xavier)</p><p><a href=\"http://www.comicvine.com/projector/29-44264/\">Projector</a> (Zachary Williams)</p><p><a href=\"http://www.comicvine.com/proteus/29-2165/\">Proteus</a> (Kevin MacTaggart)</p><p><a href=\"http://www.comicvine.com/paulie-provenzano/29-15019/\">Provenzano, Paulie</a></p><p><a href=\"http://www.comicvine.com/prudence/29-4284/\">Prudence</a> (Prudence Leighton)</p><p><a href=\"http://www.comicvine.com/kitty-pryde/29-3548/\">Pryde, Kitty</a></p><p><a href=\"http://www.comicvine.com/madelyne-pryor/29-10981/\">Pryor, Madelyne</a></p><p><a href=\"http://www.comicvine.com/psimon/29-7333/\">Psimon</a></p><p><a href=\"http://www.comicvine.com/psiren/29-7334/\">Psiren</a></p><p><a href=\"http://www.comicvine.com/zuzha-yu/29-40717/\">Puck</a> (Zuzha Yu)</p><p><a href=\"http://www.comicvine.com/puff-adder/29-27471/\">Puff Adder</a> (Gordon Fraley)</p><p><a href=\"http://www.comicvine.com/pulse/29-15257/\">Pulse</a> (Augustus)</p><p><a href=\"http://www.comicvine.com/punchout/29-23331/\">Punchout</a></p><p><a href=\"http://www.comicvine.com/purge/29-3433/\">Purge</a></p><p><a href=\"http://www.comicvine.com/pyro/29-3554/\">Pyro</a> (St. John Allerdyce)</p><h3>- Q -</h3><p><a href=\"http://www.comicvine.com/quicksilver/29-1467/\">Quicksilver</a> (Pietro Maximoff)</p><p><a href=\"http://www.comicvine.com/quill/29-13649/\">Quill</a></p><p><a href=\"http://www.comicvine.com/quill/29-41149/\">Quill</a> (Maxwell Jordan)</p><h3>- R -</h3><p><a href=\"http://www.comicvine.com/phaser/29-40588/\">Radian</a> (Christian Cord)</p><p><a href=\"http://www.comicvine.com/radius/29-5012/\">Radius</a> (Jared Corbo)</p><p><a href=\"http://www.comicvine.com/rain-boy/29-41639/\">Rain Boy</a></p><p><a href=\"http://www.comicvine.com/rakkus/29-55850/\">Rakkus</a> (David Anthony Rice)</p><p><a href=\"http://www.comicvine.com/ramrod/29-33109/\">Ramrod</a> (Patrick Mahony)</p><p><a href=\"http://www.comicvine.com/random/29-15020/\">Random</a> (Marshall Evan Stone III)</p><p><a href=\"http://www.comicvine.com/jennifer-ransome/29-15022/\">Ransome, Jenny</a></p><p><a href=\"http://www.comicvine.com/mikhail-rasputin/29-14830/\">Rasputin, Mikhail</a></p><p><a href=\"http://www.comicvine.com/maureen-raven/29-42773/\">Raven, Maureen</a></p><p><a href=\"http://www.comicvine.com/razorback/29-6057/\">Razorback</a> (Buford T. Hollis)</p><p><a href=\"http://www.comicvine.com/reaper/29-10317/\">Reaper</a> (Pantu Hurageb)</p><p><a href=\"http://www.comicvine.com/skybolt/29-40587/\">Redneck</a> (Vincent Stewart)</p><p><a href=\"http://www.comicvine.com/red-queen/29-57106/\">Red Queen</a></p><p><a href=\"http://www.comicvine.com/reignfire/29-15520/\">Reignfire</a></p><p><a href=\"http://www.comicvine.com/rem-ram/29-44287/\">Rem-Ram</a> (Marcus Andrews)</p><p><a href=\"http://www.comicvine.com/revanche/29-9709/\">Revanche</a> (Kwannon, body inhabited by <a href=\"http://www.comicvine.com/psylocke/29-3176/\">Psylocke</a>)</p><p><a href=\"http://www.comicvine.com/revelation/29-60353/\">Revelation</a></p><p><a href=\"http://www.comicvine.com/reverb/29-25523/\">Reverb</a></p><p><a href=\"http://www.comicvine.com/rhapsody/29-27564/\">Rhapsody</a> (Rachel Argosy)</p><p><a href=\"http://www.comicvine.com/franklin-richards/29-2469/\">Richards, Franklin</a></p><p><a href=\"http://www.comicvine.com/ricochet/29-2245/\">Ricochet</a> (Johnny Gallo)</p><p><a href=\"http://www.comicvine.com/rictor/29-10988/\">Rictor</a> (Julio Esteban)</p><p>Rinehart, Brian</p><p><a href=\"http://www.comicvine.com/riptide/29-9732/\">Riptide</a> (Janos Quested)</p><p><a href=\"http://www.comicvine.com/risque/29-15551/\">Risque</a> (Gloria Mu\u00f1oz)</p><p><a href=\"http://www.comicvine.com/rockslide/29-40456/\">Rockslide</a> (Santo Vaccarro)</p><p><a href=\"http://www.comicvine.com/rogue/29-1446/\">Rogue</a> (Anna Marie)</p><p><a href=\"http://www.comicvine.com/rolling-thunder/29-46454/\">Rolling Thunder</a></p><p><a href=\"http://www.comicvine.com/roulette/29-2142/\">Roulette</a> (Jennifer Stavros)</p><p><a href=\"http://www.comicvine.com/rubbermaid/29-41122/\">Rubbermaid</a> (Andrea Marguiles)</p><p><a href=\"http://www.comicvine.com/ruckus/29-13350/\">Ruckus</a> (Clement Wilson)</p><p><a href=\"http://www.comicvine.com/shatterstar/29-2156/\">Russell, Benjamin</a> (body inhabited by <a href=\"http://www.comicvine.com/shatterstar/29-2156/\">Shatterstar</a>)</p><p><a href=\"http://www.comicvine.com/rust/29-48120/\">Rust</a></p><h3>- S -</h3><p><a href=\"http://www.comicvine.com/sabra/29-5001/\">Sabra</a> (Ruth Bat-Seraph)</p><p>Sabre</p><p><a href=\"http://www.comicvine.com/sabretooth/29-4563/\">Sabretooth</a> (Victor Creed)</p><p><a href=\"http://www.comicvine.com/sack/29-25522/\">Sack</a></p><p><a href=\"http://www.comicvine.com/sage/29-4559/\">Sage</a> (Tessa)</p><p><a href=\"http://www.comicvine.com/saul/29-15605/\">Saul</a> (Garbha-hsien)</p><p><a href=\"http://www.comicvine.com/scaleface/29-12641/\">Scaleface</a></p><p><a href=\"http://www.comicvine.com/scalphunter/29-9734/\">Scalphunter</a> (John Greycrow)</p><p><a href=\"http://www.comicvine.com/scanner/29-13859/\">Scanner</a> (Sarah Ryall)</p><p><a href=\"http://www.comicvine.com/scarlet-witch/29-1466/\">Scarlet Witch</a> (Wanda Maximoff)</p><p><a href=\"http://www.comicvine.com/scramble/29-49005/\">Scramble</a> (Lionel Jeffries)</p><p><a href=\"http://www.comicvine.com/scrambler/29-9735/\">Scrambler</a> (Kim Il Sung)</p><p><a href=\"http://www.comicvine.com/scratch/29-14847/\">Scratch</a></p><p><a href=\"http://www.comicvine.com/scribe/29-14849/\">Scribe</a></p><p><a href=\"http://www.comicvine.com/selene/29-2176/\">Selene</a> (Selene Gallo)</p><p><a href=\"http://www.comicvine.com/senyaka/29-9653/\">Senyaka</a> (Suvik Senyaka)</p><p><a href=\"http://www.comicvine.com/neal-shaara/29-5003/\">Shaara, Neal</a></p><p><a href=\"http://www.comicvine.com/shadow-king/29-14889/\">Shadow King</a></p><p>Shaky Kauffman (Daniel Kauffman)</p><p><a href=\"http://www.comicvine.com/shatter/29-45622/\">Shatter</a></p><p><a href=\"http://www.comicvine.com/sebastian-shaw/29-2175/\">Shaw, Sebastian</a></p><p><a href=\"http://www.comicvine.com/shinobi-shaw/29-9704/\">Shaw, Shinobi</a></p><p><a href=\"http://www.comicvine.com/shepard/29-4282/\">Shepard</a> (Francis Leighton)</p><p><a href=\"http://www.comicvine.com/randall-shire/29-15178/\">Shire, Randall</a></p><p><a href=\"http://www.comicvine.com/short-circuit/29-15581/\">Short Circuit</a> (Henry Wallinger)</p><p><a href=\"http://www.comicvine.com/shortpack/29-4280/\">Shortpack</a></p><p><a href=\"http://www.comicvine.com/shrew/29-22834/\">Shrew</a> (Marilyn Maycroft)</p><p><a href=\"http://www.comicvine.com/shriek/29-15232/\">Shriek</a> (Sandra Deel)</p><p>Shrine</p><p><a href=\"http://www.comicvine.com/sibercat/29-16125/\">Sibercat</a> (Illyich Lavrov)</p><p><a href=\"http://www.comicvine.com/silicon/29-9845/\">Silicon</a></p><p><a href=\"http://www.comicvine.com/silkworm/29-59598/\">Silkworm</a></p><p><a href=\"http://www.comicvine.com/silver/29-28628/\">Silver</a> (Jhimon Tang)</p><p><a href=\"http://www.comicvine.com/silver-samurai/29-3174/\">Silver Samurai</a> (Kenuichio Harada)</p><p>Simian</p><p>Sinker, Linus</p><p><a href=\"http://www.comicvine.com/sirocco/29-28529/\">Sirocco</a></p><p><a href=\"http://www.comicvine.com/siryn/29-3181/\">Siryn</a> (Theresa Rourke)</p><p><a href=\"http://www.comicvine.com/skein/29-32258/\">Skein</a> (Sybil Dvorak)</p><p>Skelter</p><p><a href=\"http://www.comicvine.com/sketch/29-49048/\">Sketch</a></p><p><a href=\"http://www.comicvine.com/skids/29-3194/\">Skids</a> (Sally Blevins)</p><p><a href=\"http://www.comicvine.com/skin/29-10566/\">Skin</a> (Angelo Espinosa)</p><p>Skitz</p><p><a href=\"http://www.comicvine.com/slab/29-15785/\">Slab</a> (Christopher Anderson)</p><p><a href=\"http://www.comicvine.com/frederick-slade/29-52722/\">Slade, Frederick</a></p><p><a href=\"http://www.comicvine.com/hamilton-slade/29-52721/\">Slade, Hamilton</a></p><p><a href=\"http://www.comicvine.com/margaret-slade/29-52720/\">Slade, Margaret</a></p><p><a href=\"http://www.comicvine.com/slick/29-48062/\">Slick</a></p><p><a href=\"http://www.comicvine.com/slider/29-30331/\">Slider</a></p><p><a href=\"http://www.comicvine.com/slither/29-14557/\">Slither</a> (Aaron Salomon)</p><p><a href=\"http://www.comicvine.com/smart-alec/29-14564/\">Smart Alec</a> (Alexander Thorne)</p><p><a href=\"http://www.comicvine.com/gregor-smerdyakov/29-53989/\">Smerdyakov, Gregor</a></p><p><a href=\"http://www.comicvine.com/snowfall/29-34065/\">Snowfall</a> (Ginny Snow)</p><p>Snow Leopard (Issa Koblev)</p><p><a href=\"http://www.comicvine.com/tildie-soames/29-48940/\">Soams, Tildie</a></p><p>Soteira</p><p>Soul Skinner</p><p><a href=\"http://www.comicvine.com/michael-nowlan/29-41660/\">Source</a> (Michael Nowlan)</p><p>Spark</p><p><a href=\"http://www.comicvine.com/specter/29-41699/\">Specter</a> (Dallas Gibson)</p><p><a href=\"http://www.comicvine.com/jon-spectre/29-42422/\">Spectre, Jon</a></p><p>Speedfreak</p><p><a href=\"http://www.comicvine.com/spoilsport/29-10586/\">Spoilsport</a></p><p><a href=\"http://www.comicvine.com/spoor/29-14843/\">Spoor</a> (Andrew Grave)</p><p><a href=\"http://www.comicvine.com/spyne/29-25198/\">Spyne</a></p><p><a href=\"http://www.comicvine.com/squirrel-girl/29-2488/\">Squirrel Girl</a> (Doreen Green)</p><p><a href=\"http://www.comicvine.com/ripcord/29-11517/\">Stacy X</a> (Miranda Leevald)</p><p><a href=\"http://www.comicvine.com/jack-starsmore/29-52723/\">Starsmore, Jack</a></p><p><a href=\"http://www.comicvine.com/static/29-15032/\">Static</a> (Gianna Esperanza)</p><p><a href=\"http://www.comicvine.com/m-twins/29-41270/\">St. Croix, Claudette</a></p><p><a href=\"http://www.comicvine.com/m-twins/29-41270/\">St. Croix, Nicole</a></p><p><a href=\"http://www.comicvine.com/steinbeck/29-4299/\">Steinbeck</a></p><p>Stencil (Maria)</p><p><a href=\"http://www.comicvine.com/stepford-cuckoos/65-4443/\">Stepford Cuckoos</a> (Celeste)</p><p><a href=\"http://www.comicvine.com/esme-cuckoo/29-50487/\">Stepford Cuckoos</a> (Esme)</p><p><a href=\"http://www.comicvine.com/stepford-cuckoos/65-4443/\">Stepford Cuckoos</a> (Mindee)</p><p><a href=\"http://www.comicvine.com/stepford-cuckoos/65-4443/\">Stepford Cuckoos</a> (Phoebe)</p><p><a href=\"http://www.comicvine.com/sophie-cuckoo/29-50490/\">Stepford Cuckoos</a> (Sophie)</p><p><a href=\"http://www.comicvine.com/stinger/29-45391/\">Stinger</a> (Wendy)</p><p><a href=\"http://www.comicvine.com/stitch/29-26324/\">Stitch</a> (Jodi)</p><p>Stone</p><p><a href=\"http://www.comicvine.com/stonewall/29-29855/\">Stonewall</a> (Louis Hamilton)</p><p><a href=\"http://www.comicvine.com/storm/29-1444/\">Storm</a> (Ororo Munroe)</p><p>Stringer, Amy</p><p>Stringfellow</p><p><a href=\"http://www.comicvine.com/strobe/29-27418/\">Strobe</a></p><p><a href=\"http://www.comicvine.com/strong-guy/29-7599/\">Strong Guy</a> (Guido Carosella)</p><p>Strong, Martin Henry</p><p><a href=\"http://www.comicvine.com/stryfe/29-7616/\">Stryfe</a> (Nathaniel Summers)</p><p>Stryker, Jason</p><p><a href=\"http://www.comicvine.com/sapphire-styx/29-56877/\">Styx, Sapphire</a></p><p><a href=\"http://www.comicvine.com/hope-summers/29-58853/\">Summers, Hope</a></p><p><a href=\"http://www.comicvine.com/sumo/29-27461/\">Sumo</a></p><p><a href=\"http://www.comicvine.com/sunder/29-7969/\">Sunder</a> (Mark Hallett)</p><p><a href=\"http://www.comicvine.com/sunfire/29-3175/\">Sunfire</a> (Shiro Yashida)</p><p><a href=\"http://www.comicvine.com/sunpyre/29-15324/\">Sunpyre</a> (Leyu Yoshida)</p><p><a href=\"http://www.comicvine.com/sunset-grace/29-15115/\">Sunset Grace</a> (Grace Levreaux)</p><p><a href=\"http://www.comicvine.com/sunspot/29-4644/\">Sunspot</a> (Roberto da Costa)</p><p><a href=\"http://www.comicvine.com/super-sabre/29-14907/\">Super Sabre</a> (Martin Fletcher)</p><p><a href=\"http://www.comicvine.com/surge/29-40509/\">Surge</a> (Noriko Ashida)</p><p><a href=\"http://www.comicvine.com/sway/29-40855/\">Sway</a> (Suzanne Chan)</p><p><a href=\"http://www.comicvine.com/switch/29-15575/\">Switch</a> (Devon Alomar)</p><p><a href=\"http://www.comicvine.com/synch/29-10576/\">Synch</a> (Everett Thomas)</p><h3>- T -</h3><p><a href=\"http://www.comicvine.com/tag/29-40539/\">Tag</a> (Brian Cruz) <a href=\"http://www.comicvine.com/tantra/29-46839/\">Tantra</a> (Reuben) <a href=\"http://www.comicvine.com/tar-baby/29-14553/\">Tar Baby</a></p><p><a href=\"http://www.comicvine.com/tarot/29-2140/\">Tarot</a> (Marie-Ange Colbert) <a href=\"http://www.comicvine.com/longstrike/29-40589/\">Tattoo</a> (Christine Cord)</p><p>Tattooed Devil</p><p><a href=\"http://www.comicvine.com/tempo/29-13312/\">Tempo</a> (Heather Tucker)</p><p><a href=\"http://www.comicvine.com/the-termite/29-56685/\">Termite</a></p><p>Tether</p><p><a href=\"/teon/29-74176/\">Teon</a></p><p><a href=\"http://www.comicvine.com/thornn/29-3192/\">Thornn</a> (Lucia Callasantos)</p><p><a href=\"http://www.comicvine.com/threnody/29-15116/\">Threnody</a> (Melody Jacobs)</p><p><a href=\"http://www.comicvine.com/thumbelina/29-27755/\">Thumbelina</a> (Kristina Anderson)</p><p><a href=\"http://www.comicvine.com/thunderbird/29-2174/\">Thunderbird</a> (John Proudstar)</p><p><a href=\"http://www.comicvine.com/timeshadow/29-29753/\">Timeshadow</a></p><p><a href=\"http://www.comicvine.com/timeslip/29-13386/\">Timeslip</a> (Rina Patel)</p><p><a href=\"http://www.comicvine.com/toad/29-1470/\">Toad</a> (Mortimer Toynbee)</p><p>Toad Boy (Tarquin Berdeaux)</p><p>Toad-In Waiting</p><p><a href=\"http://www.comicvine.com/tommy/29-14476/\">Tommy</a></p><p><a href=\"http://www.comicvine.com/miguela-tores/29-59352/\">Tores</a> (Miguela Tores)</p><p><a href=\"http://www.comicvine.com/toro/29-11835/\">Toro</a> (Thomas Raymond)</p><p><a href=\"http://www.comicvine.com/tower/29-10978/\">Tower</a> (Edward Pasternak)</p><p>Trader</p><p><a href=\"http://www.comicvine.com/trance/29-40885/\">Trance</a> (Hope Abbott)</p><p><a href=\"http://www.comicvine.com/larry-trask/29-10255/\">Trask, Larry</a></p><p><a href=\"http://www.comicvine.com/tremolo/29-4842/\">Tremolo</a></p><p><a href=\"http://www.comicvine.com/damian-tryp/29-40708/\">Tryp, Damian</a></p><p>Tsung, Marcus</p><h3>- U -</h3><p><a href=\"http://www.comicvine.com/ugly-john/29-14079/\">Ugly John</a></p><p><a href=\"http://www.comicvine.com/unuscione/29-14841/\">Unuscione</a> (Carmella Unuscione)</p><p><a href=\"http://www.comicvine.com/unus/29-3438/\">Unus the Untouchable</a> (Angelo Unuscione; Gunther Bain)</p><p><a href=\"http://www.comicvine.com/ursa-major/29-13826/\">Ursa Major</a> (Mikhail Ursus)</p><h3>- V -</h3><p><a href=\"http://www.comicvine.com/vague/29-27566/\">Vague</a></p><p>Vanderwall, Jamie</p><p><a href=\"http://www.comicvine.com/vanguard/29-13804/\">Vanguard</a> (Nicolai Krylenko)</p><p><a href=\"http://www.comicvine.com/vanisher/29-6756/\">Vanisher</a> (Telford Porter)</p><p><a href=\"http://www.comicvine.com/robin-vega/29-15448/\">Vega, Robin</a></p><p><a href=\"http://www.comicvine.com/the-veil/29-14910/\">Veil</a></p><p>Verschlagen, Ernesta</p><p>Vessell</p><p><a href=\"http://www.comicvine.com/vincente/29-40998/\">Vincente</a></p><p><a href=\"http://www.comicvine.com/vindaloo/29-15069/\">Vindaloo</a> (Venkat Katragadda)</p><p><a href=\"http://www.comicvine.com/amelia-voght/29-14868/\">Voght, Amelia</a></p><p><a href=\"http://www.comicvine.com/vulcan/29-21233/\">Vulcan</a> (Gabriel Summers)</p><p><b>- W -</b></p><p><a href=\"http://www.comicvine.com/wall/29-15172/\">Wall</a></p><p><a href=\"http://www.comicvine.com/wallflower/29-40535/\">Wallflower</a> (Laurie Collins)</p><p><a href=\"http://www.comicvine.com/war/29-24134/\">War</a> (Abraham Kieros)</p><p><a href=\"http://www.comicvine.com/warpath/29-2158/\">Warpath</a> (James Proudstar)</p><p><a href=\"http://www.comicvine.com/warp-savant/29-50213/\">Warp Savant</a></p><p><a href=\"http://www.comicvine.com/washout/29-43008/\">Washout</a> (John Lopez)</p><p><a href=\"http://www.comicvine.com/evangeline-whedon/29-41620/\">Whedon, Evangeline</a></p><p><a href=\"http://www.comicvine.com/whirlwind/29-6828/\">Whirlwind</a> (David Cannon)</p><p><a href=\"http://www.comicvine.com/wicked/29-3425/\">Wicked</a></p><p><a href=\"http://www.comicvine.com/wild-child/29-9476/\">Wild Child</a> (Kyle Gibney)</p><p><a href=\"http://www.comicvine.com/wildside/29-14842/\">Wildside</a> (Richard Gill)</p><p><a href=\"http://www.comicvine.com/renascence/29-40537/\">Wind Dancer</a> (Sofia Mantega)</p><p><a href=\"http://www.comicvine.com/windshear/29-22598/\">Windshear</a> (Colin Hume)</p><p><a href=\"http://www.comicvine.com/wing/29-8679/\">Wing</a> (Eddie)</p><p><a href=\"http://www.comicvine.com/wipeout/29-28583/\">Wipeout</a></p><p><a href=\"http://www.comicvine.com/pete-wisdom/29-14819/\">Wisdom, Pete</a></p><p><a href=\"http://www.comicvine.com/wither/29-40511/\">Wither</a> (Kevin Ford)</p><p><a href=\"http://www.comicvine.com/wiz-kid/29-27936/\">Wiz Kid</a> (Takashi Matsuya)</p><p><a href=\"http://www.comicvine.com/wolf-cub/29-40640/\">Wolf Cub</a> (Nicholas Gleason)</p><p><a href=\"http://www.comicvine.com/wolfsbane/29-4557/\">Wolfsbane</a> (Rahne Sinclair)</p><p><a href=\"http://www.comicvine.com/wolverine/29-1440/\">Wolverine</a> (James \"Logan\" Howlett)</p><p><a href=\"http://www.comicvine.com/wraith/29-14423/\">Wraith</a> (Hector Mendoza)</p><p><a href=\"http://www.comicvine.com/john-wraith/29-3205/\">Wraith, John</a></p><p><a href=\"http://www.comicvine.com/wrap/29-10581/\">Wrap</a></p><p><a href=\"http://www.comicvine.com/wyre/29-26476/\">Wyre</a></p><p><b>- X -</b> <a href=\"http://www.comicvine.com/x-23/29-3560/\">X-23</a> (Laura Kinney)</p><p>Xiong</p><p><a href=\"http://www.comicvine.com/xorn/29-3183/\">Xorn</a> (Kuan-Yin Xorn)</p><p><a href=\"http://www.comicvine.com/xorn/29-3183/\">Xorn</a> (Shen Xorn)</p><p><b>- Y -</b></p><p><a href=\"http://www.comicvine.com/yekaterina/29-6773/\">Yekaterina</a></p><p>Yidrazril</p><p><b>- Z -</b></p><p><a href=\"http://www.comicvine.com/zach/29-49037/\">Zach</a></p><p><a href=\"http://www.comicvine.com/zapper/29-12633/\">Zapper</a> (Colin Smith)</p><p><a href=\"http://www.comicvine.com/zealot/29-50961/\">Zealot</a> (Thomas Philip Moreau)</p><h3>Mutant Hybrids</h3><p><a href=\"http://www.comicvine.com/adam-x-treme/29-15108/\">Adam X-Treme</a> (Adam Neramani; Shi'ar hybrid)</p><p>Crosta (Atlantean hybrid)</p><p><a href=\"http://www.comicvine.com/lifeguard/29-5002/\">Lifeguard</a> (Heather Cameron; Shi'ar hybrid)</p><p><a href=\"http://www.comicvine.com/namor/29-1476/\">McKenzie, Namor</a> (Atlantean hybrid)</p><p><a href=\"http://www.comicvine.com/namora/29-2177/\">Namora</a> (Aquaria Neptunia; Atlantean hybrid)</p><p><a href=\"http://www.comicvine.com/nia-noble/29-47362/\">Noble, Nia</a> (Atlantean hybrid)</p><p><a href=\"http://www.comicvine.com/namorita/29-2113/\">Prentiss, Namorita</a> (Atlantean hybrid)</p><p><a href=\"http://www.comicvine.com/slipstream/29-40954/\">Slipstream</a> (Davis Cameron; Shi'ar hybrid, depowered)</p><h3><b>Mutant Subspecies</b></h3><p><a href=\"http://www.comicvine.com/neo/65-41261/\">The Neo</a></p><p>The Cheyarafim</p><p>The Neyaphem</p><h3>Notable Alternate Reality Mutants</h3><p><a href=\"http://www.comicvine.com/archer/29-15127/\">Archer</a> ( Earth-1191) <a href=\"http://www.comicvine.com/bantam/29-9656/\">Bantam</a> (Earth-1191) <a href=\"http://www.comicvine.com/bishop/29-1503/\">Bishop</a> (Lucas Bishop, Earth-1191)</p><p><a href=\"http://www.comicvine.com/blaquesmith/29-15159/\">Blaquesmith</a> (Earth-4935)</p><p><a href=\"http://www.comicvine.com/blink/29-12548/\">Blink</a> (Clarice Ferguson, <a href=\"http://www.comicvine.com/age-of-apocalypse/39-40752/\">Age of Apocalypse</a>/ Earth-295)</p><p><a href=\"http://www.comicvine.com/dark-beast/29-3422/\">Dark Beast</a> (Henry McCoy, <a href=\"http://www.comicvine.com/age-of-apocalypse/39-40752/\">Age of Apocalypse</a>/ Earth-295)</p><p><a href=\"http://www.comicvine.com/fixx/29-15128/\">Fixx</a> ( Earth-1191)</p><p><a href=\"http://www.comicvine.com/hecate/29-61458/\">Hecat'e</a> ( Earth-1191)</p><p><a href=\"http://www.comicvine.com/marvel-girl/29-3566/\">Marvel Girl</a> (Rachel Grey, <a href=\"http://www.comicvine.com/days-of-future-past/39-44425/\">Days of the Future Past</a>/Earth-811)</p><p><a href=\"http://www.comicvine.com/major-victory/29-2166/\">Major Victory</a> (Vance Astro, Earth-691)</p><p><a href=\"http://www.comicvine.com/morph/29-12547/\">Morph</a> (Kevin Sydney, Earth-1081)</p><p><a href=\"http://www.comicvine.com/nocturne/29-4565/\">Nocturne</a> (Talia Wagner, Earth-2182) <a href=\"http://www.comicvine.com/sat-yr-9/29-26530/\">Sat-Yr-9</a> (Opal Luna Sat-Yr-9/Courtney Ross, Earth-794)</p><p><a href=\"http://www.comicvine.com/shard/29-6048/\">Shard</a> ( Earth-1191)</p><p><a href=\"http://www.comicvine.com/sugar-man/29-3435/\">Sugar Man</a> ( <a href=\"http://www.comicvine.com/age-of-apocalypse/39-40752/\">Age of Apocalypse</a>/ Earth-295)</p><p><a href=\"http://www.comicvine.com/ruby-summers/29-57040/\">Summers, Ruby</a> ( Earth-1191)</p><p><a href=\"http://www.comicvine.com/witness/29-8296/\">The Witness</a> (Remy LeBeau, Earth-1191)</p><p><a href=\"http://www.comicvine.com/x-man/29-15051/\">X-Man</a> (Nate Grey, <a href=\"http://www.comicvine.com/age-of-apocalypse/39-40752/\">Age of Apocalypse</a>/ Earth-295</p><p><i>Also see</i> <i>Exiles</i> and the <a href=\"http://www.comicvine.com/ultimate-universe/12-40390/\"><i>Ultimate Universe</i></a>.</p>",
"deck":"The Children of the Atom, mutants are individuals in the Marvel Universe that are born with an X-Gene that grants them superhuman abilities. Mutants mark the next step in human evolution, known as Homo Superior.",
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"id":40656,
"name":"Mutant"
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{
"start_year":null,
"description":" ",
"deck":"The three-fold law is a belief held by the Wiccan (witches) that everything you do will be returned to you, three-fold and is a common theme in Tarot: Witch of the Black Rose.",
"image":null,
"site_detail_url":"http://www.comicvine.com/three-fold-law/12-40951/",
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"aliases":"",
"id":40951,
"name":"Three-Fold Law"
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{
"start_year":null,
"description":"<p>Through a mix of biochemistry and mutation the scientists of Project: USA created a race of enhanced humans, the Ultra Sapiens. Each Ultra Sapien has a biogenetic mark somewhere on their body that looks like a tattoo, but other than that most of them look like normal humans. These Ultras belonged to America and were kept secret and under control for years until some of the Ultra Sapiens got together and destroyed the project so all the superhumans could escape. The now-free and untraceable Ultras spread around the world to live their own lives. Some became mercenaries or superheroes while others just hid and tried to have normal lives. This lead to the creation of the <a href=\"/hunter-killers/65-40992/\">Hunter-Killers</a>, a large group of recruited Ultra Sapiens that hunts down and captures (or kills) other Ultra Sapiens.</p>",
"deck":"In the early 20th century the American government started Project: USA (Ultra Sapiens Alliance) to create an army of superhumans.",
"image":{
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"id":40993,
"name":"Project: USA"
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{
"start_year":null,
"description":"<h2>Origin</h2><p>The Power Cosmic is a limitless power that can allow the user to do many things such as resurrect the dead, manipulate the user\u2019s size and mass, teleportation, telepathy, creation of force fields, travel through time, superhuman strength, immortality and much more. The Power Cosmic can be used in a powerful blast or in small doses to change the color of a plant. The Power Cosmic can also be infused into the human soul giving them a portion of the Powers of the Universe.</p><p>The greatest and most powerful wielder (and perhaps source) of the Power Cosmic would be <a href=\"/galactus/29-2149/\">Galactus</a>, the Devourer of Worlds. He is rumored to be able to teleport entire galaxies throughout time and space, re-shape worlds that have been destroyed in every detail, and even create life. Galactus can and often does bestow a small fraction of the Power Cosmic to his <a href=\"/heralds-of-galactus/65-40462/\">Heralds</a>, most notoriously the Silver Surfer who has used it to rid mutants abilities (either temporarily or permanently).</p><p>Galactus however can give and take away the Power Cosmic at will.</p><p>With the Power Cosmic comes a cosmic sense. It allows anyone imbued with the power to almost be one with processes of the universe. The <a href=\"/silver-surfer/29-2502/\">Silver Surfer</a> once described it as being able to \"hear the cosmic static of the universe's electromagnetic fields and detect the pain of dying stars or the rhapsody of planets aborning\".</p><p>The Power Cosmic originates from the <a href=\"/astral-plane/34-54190/\">Astral Plane</a>.</p><h3>The Old Power</h3><p>The <a href=\"/old-power/12-55874/\">Old Power</a> is an attempt by the Shadow Priests to recreate the Power Cosmic. This was only partially successful as the Old Power is unstable.</p><h2><b>Wielders of the Power Cosmic</b></h2><p>Galactus is the bestower of the Power Cosmic, He seems to be the only Living source of the power cosmic. He can manipulate every organism and the only way to sate his hunger is to eat a living core of planets crust, thus devouring the chosen Planet.</p><h3><b>Given by Galactus</b></h3><p><a href=\"http://www.comicvine.com/galacta/29-59459/\">Galacta</a>: Galacta is Galactus' biological daughter and like both her Father and Tyrant she is one of the most powerful wielders of The Power Cosmic in existence. But unlike Galactus and Tyrant, she never uses her powers to harm anything other than alien infestations both microscopic and macroscopic in origin. The reason she does this is to keep her adopted home world, Earth, and it's inhabitants safe.</p><p><a href=\"http://www.comicvine.com/tyrant/29-7123/\">Tyrant</a>: Tyrant has been called Galactus' \"son\" and was bestowed more of the Power Cosmic than any other herald. After a conflict with Galactus, he was reduced in power but still shown to be stronger than any other herald.</p><p><a href=\"http://www.comicvine.com/silver-surfer/29-2502/\">Silver Surfer</a>: Norrin Radd is the best known Herald of Galactus, and the Power Cosmic has granted him such abilities as superhuman strength, immortality, cosmic awareness, energy and molecular manipulation as well as the ability to fly faster than the speed of light.</p><p><a href=\"http://www.comicvine.com/air-walker/29-7126/\">Air-Walker</a>: Though the original Air-Walker, Gabriel Lan, was favored the android that replaced him after he gave his life for Galactus was unfavored as he did not share the same passion. But the original was given superhuman strength and durability as well as an immunity to the vacuum of space by the Power Cosmic.</p><p><a href=\"http://www.comicvine.com/firelord/29-7108/\">Firelord</a>: Pyreus Kril was yet another Herald of Galactus and friend of Air-Walker, the Power Cosmic bestowed upon him, flight, superhuman strength and the ability to channel cosmic flame.</p><p><a href=\"http://www.comicvine.com/terrax/29-2106/\">Terrax</a>: The Herald known as Terrax the Tamer, was gifted with superhuman strength, stamina, durability and reflexes along with superluminal flight, blast power and the ability to manipulate earth.</p><p><a href=\"/frankie-raye/29-11605/\">Nova</a>: Frankie Raye of Earth volunteered to serve a weakened Galactus and was only given a minimal amount of the Power Cosmic due to his depleted state.</p><p><a href=\"http://www.comicvine.com/morg/29-7122/\">Morg</a>: Morg the Executioner was endowed with the Power Cosmic, and from this was given superhuman strength and the ability to channel energy through his axe.</p><p><a href=\"http://www.comicvine.com/red-shift/29-40878/\">Red Shift</a>: Red Shift also received the Power Cosmic from Galactus and so was superhumanly strong and durable as well as immunity to the vacuum of space, the ability to open dimensional rifts and swords supplied with cosmic power.</p><p><a href=\"http://www.comicvine.com/human-torch/29-2120/\">Human Torch</a>: When Johnny Storm was temporarily imbued with the Power Cosmic he gained the ability to understand absolutely anything he analyzed.</p><p><a href=\"http://www.comicvine.com/alpha-ray/29-40974/\">Alpha Ray</a>: A biomechanical being Galactus infused with the Power Cosmic.</p><p><a href=\"/plasma/29-11596/\">Plasma</a>: Herald of Galactus in the <a href=\"/heroes-reborn/39-55955/\">Heroes Reborn</a> world.</p><p><a href=\"http://www.comicvine.com/stardust/29-7491/\">Stardust</a>: Lambda-Zero was given the Power Cosmic by Galactus resulting in the power to manipulation cosmic energy emerging.</p><p><a href=\"/praeter/29-80329/\">Praeter</a>: Christian Pastor from Oklahoma and newest herald of Galactus.</p><p><a href=\"http://www.comicvine.com/superman/29-1807/\">Superman</a>: At one point, Galactus made Superman his Herald, removing his cape and sheathing him in gold. With the Power Cosmic Superman's natural powers were enhanced a great degree, including space travel. A host of new powers were also granted to him including firing powerful energy blasts, teleportation, unleashing a blast from his whole body, which was used to blast <a href=\"http://www.comicvine.com/mr-fantastic/29-2151/\">Mr. Fantastic</a> of him, cosmic awareness, and probably a whole host of other abilities that were never revealed, as he soon betrayed Galactus. However when Superman did have the Power Cosmic, Galactus said that he was his most powerful Herald ever. (see: Superman/Fantastic Four #1)</p><p><a href=\"/cosmic-hulk/29-68919/\">Cosmic Hulk</a>: This version of Hulk is a robot created by the <a href=\"/mad-thinker/29-2131/\">Mad Thinker</a>. Once, instead of having heralds, Galactus had a data loop program that wandered the universe, compelling beings to create artificial life forms that would one day help Galactus consume their planet.</p><h3>Given by Silver Surfer</h3><p><a href=\"http://www.comicvine.com/captain-universe/29-27193/\">Captain Universe</a>: The Silver Surfer permanently infused a portion of The Power Cosmic into The <a href=\"/uni-power/12-44362/\">Uni-Power</a> and repaired both its severe memory loss and power fluctuations.</p><p><a href=\"http://www.comicvine.com/shalla-bal/29-7125/\">Shalla Bal</a>: She was granted a portion of the Silver Surfer's power. She has the able to grow life wherever she steps. She can also call out to the Surfer for assistance through her thoughts.</p><p><a href=\"/silver-skyriders/65-56736/\">Silver Skyriders</a>: In another universe, twelve pieces of the Silver Surfer bestowed his power on twelve aliens forming the Silver Skyriders.</p><p><a href=\"http://www.comicvine.com/skaar/29-48518/\">Skaar</a>: Silver Surfer showed him what was like when a mortal reaches for the power of Gods, so he shows him the Power Cosmic by fusing with him. Surfer then talks to Skaar about decisions that would change his life forever, but Skaar has a different point of view.</p><p><a href=\"/earl-weygand/29-64821/\">Earl Weygand</a>: The Silver Surfer gave half of his Power Cosmic to Earl in order for him to help defeat the <a href=\"/enslavers/65-56863/\">Enslavers</a>. This turned Earl into a Silver Surfer himself. He was able to destroy the power supply of the ship, but it cost him his life.</p><h3>Taken from a wielder</h3><p><a href=\"http://www.comicvine.com/doctor-doom/29-1468/\">Doctor Doom</a>: Victor Von Doom did for a time steal the Power Cosmic from Silver Surfer but he lost it when he interacted with Galactus.</p><p><a href=\"http://www.comicvine.com/doombots/29-11924/\">Doombot</a>: A robotic creation of Doctor Doom sent to absorb the Power Cosmic for himself once again. It was able to get the power but was destroyed.</p><p><a href=\"http://www.comicvine.com/red-hulk/29-56974/\">Red Hulk:</a> In battle with the Silver Surfer, the Red Hulk takes him and strangles him and before the Surfer even made a chance to move, Rulk absorbed every inch of the Power Cosmic in his body and kills Surfer. He then takes Terrax's axe and Surfers board but Galactus once again defeats Rulk. Grandmaster resurrects all of those killed by Rulk, including the Silver Surfer.</p><p><a href=\"/cosmic-messiah/29-64828/\">Cosmic Messiah</a>: The Cosmic Messiah was created with a combination of the <a href=\"/puppet-master/29-3799/\">Puppet Master's</a> radioactive clay and the Power Cosmic siphoned from the Silver Surfer by the <a href=\"/gangers/65-56849/\">Gangers</a>.</p><p><a href=\"/high-evolutionary/29-13346/\">High Evolutionary</a>: Ambushing the Surfer on Earth, the High Evolutionary completely siphoned the Power Cosmic from the Silver Surfer, leaving him a moral being again. Wyndam did not take all the power into himself, but used it as he needed and took control of one of Galactus' <a href=\"/galactus-ship/18-55839/\">Star Spheres</a>.</p><p><a href=\"/horacio-de-la-fuente/29-78549/\">Horacio de la Fuente</a> - A dying man given the Power Cosmic by the High Evolutionary.</p><p><a href=\"/suzi-endo/29-14223/\">Suzi Endo</a>: Suzi (also known as Cybermancer) was made herald to the High Evolutionary and changed with the Power Cosmic, much like the Silver Surfer was. She would come to be known as the Seeker.</p><h2>Alternate Realities</h2><p><b>Heroes Reborn</b></p><p>In the <a href=\"/heroes-reborn/39-55955/\">Heroes Reborn</a> world, the cosmic rays that gave the <a href=\"/fantastic-four/65-3804/\">Fantastic Four</a> their powers was actually part of the Power Cosmic. The Heralds of Galactus were able to sense this in all four members.</p>",
"deck":"The Power Cosmic is a fictional force that is primarily wielded by Galactus, giving a small amount to his heralds, that helps him satisfy his hunger.",
"image":{
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"site_detail_url":"http://www.comicvine.com/power-cosmic/12-41039/",
"first_appeared_in_issue":{
"api_detail_url":"http://api.comicvine.com/issue/8428/",
"issue_number":"48.00",
"id":8428,
"name":"The Coming of Galactus"
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"api_detail_url":"http://api.comicvine.com/concept/41039/",
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"date_last_updated":"2012-08-20 22:13:20",
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"id":41039,
"name":"Power Cosmic"
},
{
"start_year":null,
"description":"<h2>What is a Green Lantern?</h2><p>A <b>Green Lantern</b> is equipped with an item that is regarded as one of the most powerful weapons in the <a href=\"http://www.comicvine.com/dc-universe/12-40391/\">DC Universe</a>, called a <a href=\"http://www.comicvine.com/green-power-ring/18-41361/\">Green Power Ring</a>. The Power Ring enables its bearer to manifest their thoughts into hard-light constructs and other various properties only limited by the ring's amount of power and the user's willpower and imagination. The Power Ring is based on advanced technology rather than having its power magically derived.</p><p>Mainly, the ring is used for anti-gravity, to unleash torrents of energy, to translate alien dialects and to create hard-light constructs of any shape or complexity. Though, in the past, it has been unable to affect yellow-colored objects, this impurity has been overridden by <a href=\"http://www.comicvine.com/hal-jordan/29-11202/\">Hal Jordan</a>'s power of will.</p><p>The ring must be periodically charged by contact with a <a href=\"http://www.comicvine.com/power-battery/18-55747/\">Power Battery</a> (a.k.a. Lantern) which in turn draws energy from the <a href=\"http://www.comicvine.com/guardians-of-the-universe/65-9057/\">Guardians Of The Universe</a>' <a href=\"http://www.comicvine.com/central-power-battery/18-55704/\">Central Power Battery</a> on the planet <a href=\"http://www.comicvine.com/oa/34-41360/\">Oa</a>, the central headquarters of the <a href=\"http://www.comicvine.com/green-lantern-corps/65-6992/\">Green Lantern Corps</a> at the center of the universe.</p><h2>Oath of the Green Lantern</h2><p><i>Though not necessary, many Green Lanterns recite an oath while re-charging their Green Power Ring. Some believe it aids them in re-affirming their strength of will. Recitation of the Oath takes an approximate equal amount of time required to recharge the ring. The most common oath used is as follows:</i></p><blockquote><p>In brightest day,</p><p>In blackest night,</p><p>No evil shall escape my sight,</p><p>Let those who worship evil's might,</p><p>Beware my power!</p><p>Green Lantern's light.</p></blockquote><h2>The Green Lanterns of Earth</h2><p>While the title of <b>Green Lantern</b> is bestowed upon anyone in the Green Lantern Corps there are several superheroes associated with the Earth in the <a href=\"http://www.comicvine.com/dc-universe/12-40391/\">DC Universe</a> (and the sector designated as sector 2814).</p><h3>Alan Scott</h3><p><a href=\"http://www.comicvine.com/alan-scott/29-12663/\">Alan Scott</a> was the original Green Lantern, and unlike the others his title had nothing to do with the Corps. His powers are derived from a magical artifact called the <a href=\"http://www.comicvine.com/starheart/18-47348/\">Starheart</a> rather than the advanced technology that makes up the Power Ring. Alan originally came from a parallel version of Earth known as Earth-2.</p><h3>Hal Jordan</h3><p>The first Green Lantern of DC's mainstream continuity's Earth, <a href=\"http://www.comicvine.com/hal-jordan/29-11202/\">Hal Jordan</a> was given his power ring by the dying Lantern <a href=\"http://www.comicvine.com/abin-sur/29-22634/\">Abin Sur</a> when his spaceship crashed on Earth. Hal Jordan would be the first human Green Lantern of sector 2814. His first appearance was in Showcase #22 in 1959.</p><h3>John Stewart</h3><p><a href=\"http://www.comicvine.com/john-stewart/29-10451/\">John Stewart</a> was chosen to become the Green Lantern of Earth after Hal Jordan gave up his position and <a href=\"http://www.comicvine.com/guy-gardner/29-1791/\">Guy Gardner</a> was injured.</p><h3>Guy Gardner</h3><p>When Abin Sur's spaceship crash-landed on Earth his Power-Ring logged <a href=\"/guy-gardner/29-1791/\">Guy Gardner</a> away as a \"backup\" Green Lantern of Earth. Guy became a full-fledged Green Lantern after John Stewart. Guy Gardner is now a part of the Honor Guard of the Green Lantern Corps.</p><h3>Kyle Rayner</h3><p><a href=\"http://www.comicvine.com/kyle-rayner/29-40431/\">Kyle Rayner</a> was selected by <a href=\"http://www.comicvine.com/ganthet/29-6951/\">Ganthet</a> to be the Green Lantern of Earth after Hal Jordan was infected by the demon <a href=\"http://www.comicvine.com/parallax/29-41293/\">Parallax</a>. For a short time he played the role of <a href=\"http://www.comicvine.com/ion/12-55697/\">Ion</a>, but has since then become a regular Green Lantern. Kyle Rayner is commonly referred to as the Torchbearer of the Green Lantern Corps.</p><h2>Other Notable Lanterns</h2><p><b><a href=\"http://www.comicvine.com/soranik-natu/29-42284/\">Soranik Natu</a></b></p><p><b><a href=\"http://www.comicvine.com/kilowog/29-6952/\">Kilowog</a></b></p><p><b><a href=\"http://www.comicvine.com/salaak/29-11304/\">Salaak</a></b></p><p><b><a href=\"http://www.comicvine.com/sodam-yat/29-46185/\">Sodam Yat</a></b></p><p><b><a href=\"http://www.comicvine.com/mogo/29-41919/\">Mogo</a></b></p><p><b><a href=\"http://www.comicvine.com/chp/29-41359/\">Ch'p</a></b></p><h2>Weapons</h2><p>Each member of the Green Lantern Corps is located by a green power ring for individuals that can overcome great fear. The Green Power Ring is able to perform a number of abilities which can be found here: <a href=\"http://www.comicvine.com/green-power-ring/18-41361/\">Green Power Ring.</a></p><h2><b>Retconned</b></h2><p><b>Radiation:</b> Besides light based radiation used to create the energy constructs associated with a Green Lantern, the ring can simulate various forms of radiation. One example of this is the ability to simulate the radiation of Green <a href=\"http://www.comicvine.com/kryptonite/18-32213/\">Kryptonite</a>, a form of radiation that is harmful to <a href=\"http://www.comicvine.com/superman/29-1807/\">Superman</a>. However, this ability is no longer valid and has been retconned.</p><p><b>Time travel:</b> The ring allows the wielder the ability to travel through time, though the process requires great willpower.</p><h2>Weaknesses</h2><p><b>Mental Incapacitation</b>: The ring cannot be wielded correctly if the wearer is under the influence of drugs or if there is an involvement of neural interference.</p><p><b>Yellow Impurity:</b> In the beginning the Green Ring was vulnerable to the color yellow. It was unable to defend against attacks from wielders of the Sinestro Corps as well. This weakness however has now be changed and can be overcome by veterans who have the ability to overcome great fear. Hal Jordan was of the first of the Green Lanterns to show that this weakness could be overcome.</p><p><b>Recharge</b>: Previously had to be recharged every 24 hours or when it has been depleted of energy. This can be accomplished if the bearer of the ring recites an oath into his power lantern while holding the ring to it. However now, the power ring only needs to be recharged when it runs out of energy. Sinestro stated to Hal that it was possible for a Green Lantern to store his.her battery in a pocket Universe and take it with them wherever they went but so far Hal has not displayed the ability to do this.</p><p><b>Red Lantern Corps</b>. Bearers of the red ring have the ability to drain a Green Power Ring of its energy. The ring of a Blue Lantern however has the ability to charge a Green Lantern Ring or negate this negative effect. Blue Lanterns rings also have the ability to purge the negative effects that a Red Lanterns Ring can cause upon the wielder of a Green Lantern Ring.</p><p><b>(Previous Weaknesses)</b></p><p><b>Ability To Kill</b>: One of the main weaknesses of the Power Rings that greatly disturbed Sinestro was the fact that the bearers of the Green Lantern Ring were unable to kill. Recently however, this restriction on the rings has been lifted but murder is still against the law of the GL Corps<b>.</b> This restriction was lifted by the Guardians of the Universe during the War of the Green Lanterns</p><h2>Related Articles</h2><ul class=\"plain-list\"><li><a href=\"http://www.comicvine.com/green-lantern-corps/65-6992/\">Green Lantern Corps</a></li><li><a href=\"http://www.comicvine.com/green-power-ring/18-41361/\">Green Power Ring</a></li><li><a href=\"http://www.comicvine.com/power-battery/18-55747/\">Green Power Battery</a></li><li><a href=\"http://www.comicvine.com/central-power-battery/18-55704/\">Central Power Battery</a></li><li><a href=\"http://www.comicvine.com/guardians-of-the-universe/65-9057/\">Guardians Of The Universe</a></li><li><a href=\"http://www.comicvine.com/3600-sectors-of-space/34-56427/\">3600 Space Sectors</a></li><li><a href=\"http://www.comicvine.com/ion/12-55697/\">Ion</a></li><li><a href=\"http://www.comicvine.com/parallax/29-41293/\">Parallax</a></li><li><a href=\"http://www.comicvine.com/sinestro-corps/65-42352/\">Sinestro Corps</a></li><li><a href=\"http://www.comicvine.com/sinestro/29-10448/\">Sinestro</a></li><li><a href=\"http://www.comicvine.com/the-blackest-night/39-55766/\">Blackest Night</a></li></ul>",
"deck":"A Green Lantern is an officer of the intergalactic police force known as the Green Lantern Corps. Most famous of the Green Lanterns are those who patrolled Earth, including Hal Jordan and Alan Scott.",
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"start_year":null,
"description":"<h2>Overview</h2><p>Darkforce is an energy unique to the Marvel Multiverse. It constitutes the Darkforce Dimension and has the ability to assume the properties of both matter and energy depending on the needs of the user. It has been stated that Darkforce is a sentient property, often possessing or corrupting those who use it. Several characters in the Marvel universe have shown some ability to manipulate Darkforce, often with dramatically different results:</p><p><b>Use for Teleportation</b></p><p>Characters, such as the mutants <a href=\"http://www.comicvine.com/cloak/29-1474/\">Cloak</a> and <a href=\"http://www.comicvine.com/vanisher/29-6756/\">Vanisher,</a> are believed to make use of the Darkforce dimension to permit them to teleport distances. Characters enter the Darkforce Dimension, either through portals or direct teleportation, then vacate the Darkforce Dimension into some other (or in some instances, the same) location in the world.</p><p><b>General Manipulation</b></p><ul><li>The character <a href=\"http://www.comicvine.com/darkstar/29-10990/\">Darkstar</a>, perhaps the strongest wielder of the energy, possesses the ability to directly manipulate Darkforce, allowing her to create solid objects, fly, and teleport. She has also been able to disable Vanisher's control over the Darkforce Dimension, closing a portal around his body when he once tried to escape her - cutting him in half.<br /><a href=\"http://www.comicvine.com/cloak/29-1474/\">Cloak</a> can open a portal into the Darkforce Dimension. He also has the ability to teleport himself and others wrapped in his cloak, and to instill fear into those he envelops. He has often felt that the dimension wishes to corrupt him.</li><li>On the other hand, <a href=\"http://www.comicvine.com/black-mamba/29-30719/\">Black Mamba</a> uses Darkforce to create illusions which distract her opponents, often tapping into their greatest desire.</li><li><a href=\"http://www.comicvine.com/blackheart/29-14728/\">Blackheart</a> appears to live within the Darkforce Dimension, and as such has complete control over the energy.<br />Other characters who can manipulate Darkforce include: <a href=\"http://www.comicvine.com/asylum/29-2095/\">Asylum</a>, <a href=\"/blackout/29-11839/\">Blackout</a> (Daniels), <a href=\"/quagmire/29-44490/\">Quagmire</a>, <a href=\"http://www.comicvine.com/doorman/29-2489/\">Doorman</a>, <a href=\"http://www.comicvine.com/ecstasy/29-30685/\">Ecstasy</a>, <a href=\"http://www.comicvine.com/nightside/29-13970/\">Nightside</a>, <a href=\"http://www.comicvine.com/shadowoman/29-42522/\">Sepulchre</a>, <a href=\"http://www.comicvine.com/shroud/29-13844/\">Shroud</a>, <a href=\"http://www.comicvine.com/silhouette/29-2119/\">Silhouette</a>, <a href=\"http://www.comicvine.com/smuggler/29-21992/\">Smuggler</a>, <a href=\"http://www.comicvine.com/spot/29-18270/\">Spot</a>, <a href=\"http://www.comicvine.com/nightwind/29-10583/\">Nightwind</a>, <a href=\"http://www.comicvine.com/night/29-7537/\">Night</a> and <a href=\"http://www.comicvine.com/mister-negative/29-49969/\">Mister Negative</a>.</li><li>Darkstar II and III were able to manipulate the Darkforce in a way similar to the original; this was achieved through DNA grafts given to them by the Russian Government. Despite these grafts, Darkstar II was still unable to completely control the energy, which led to her death.<br />It is sometimes thought that <a href=\"http://www.comicvine.com/nightcrawler/29-1461/\">Nightcrawler</a> uses the Darkforce Dimension to teleport, but recent developments have shown that he instead uses The Brimstone Dimension.</li><li>The Wolverine foe <a href=\"http://www.comicvine.com/romulus/29-34477/\">Romulus</a> is currently trapped within the Darkforce Dimension, left there by Wolverine and Cloak.</li></ul>",
"deck":"The Darkforce is a fictional concept in the Marvel universe. It is a source of energy for a number of super powered characters, derived from an alternate dimension known as The Darkforce Dimension.",
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{
"name": "1 02 4",
"pairs": [
{
"leftSide": "He was sure the girl would never understand.",
"leftHint": "H w s t g wo n u.",
"rightSide": "weil er überzeugt war, dass sie ihn nicht verstehen würde.",
"rightHint": "w e ü w, d s i n v wü."
}
, {
"leftSide": "He went on telling stories about his travels",
"leftHint": "H w o t s a hi tr..s",
"rightSide": "Statt dessen berichtete er weiter von seinen Reisen",
"rightHint": "S d b e w v s R"
}
, {
"leftSide": "and her bright, Moorish eyes went wide with fear and surprise.",
"leftHint": "a h br, M e we wi wi f a s.",
"rightSide": "und die maurischen Augen wurden vor Staunen und Verblüffung bald groß und bald ganz schmal.",
"rightHint": "u d m A w v S u V b g u b g s."
}
, {
"leftSide": "As the time passed, the boy found himself wishing that the day would never end",
"leftHint": "A t t p, t b f h w t t d wo n e",
"rightSide": "Und während die Zeit dahinfloß, begann er im stillen zu hoffen, dass dieser Tag niemals enden möge",
"rightHint": "U w d Z d, b e i s z h, d d T n e m"
}
, {
"leftSide": "that her father would stay busy and keep him waiting for three days.",
"leftHint": "t h f wo st b a k h w f t d.",
"rightSide": "oder dass der Vater des Mädchens ihn noch weitere drei Tage warten ließe.",
"rightHint": "o d d V d M i n w d T w l..ße."
}
]
} |
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{"text": "Section 2 discusses backgroundand relatedwork , includingcompu- tational models of visual attention .We describe our purely automated attack generation methods in Section 3 , results in Section 4 , future work in Section 5 , and conclusions in Section 6 . 2 Background and Related Work We discuss computational models of visual attention in Section 2.1 , and terminologyin Section 2.2 .", "label": "", "metadata": {}, "score": "29.916042"}
{"text": "Complete results of this study are presented in Ta- ble 88 .An ideal model is provided by question - answer databases ( QUABs ) that are created off - line and then used to 8Evaluation scale : completely describes the system 1-does not describe the system , 5- make suggestions to a user of potential relevant con- tinuations of a discourse .", "label": "", "metadata": {}, "score": "34.46322"}
{"text": "This study , which was part of a larger project to develop a computer - based self - management system for older adults with chronic diseases , evaluated the usability problems and weaknesses of the system using a paper prototype test .", "label": "", "metadata": {}, "score": "39.31578"}
{"text": "Table 5 presents the characteristics of the participants .Performance Measures .The performance data were analyzed with descriptive statistics .Table 6 shows the results .Task Incompletion Rate .All participants completed all of the navigation tasks due to the nature of our experimental design ; however , not everyone completed all of the information search and simple cognitive tasks because they failed to complete the preceding navigation tasks .", "label": "", "metadata": {}, "score": "39.505726"}
{"text": "They uncovered a number of heuristic violations in the user interface design .In another health care IT project , Rose and colleagues [ 11 ] conducted a qualitative study to assess the usability of a Web - based electronic medical record and used the findings to recommend design changes to the system .", "label": "", "metadata": {}, "score": "39.537148"}
{"text": "The main aim of the study was to incorporate inquiry learning activities within an extended school science environment in order to investigate opportunities for technological mediations and to extract initial recommendations for the design of mobile technology to link inquiry learning across different contexts .", "label": "", "metadata": {}, "score": "39.86772"}
{"text": "\" Our proposed scheme solves this problem by using information extraction based on semantic parsing from web texts , without constructing an RDB .We adopt the predicateargument ( P - A ) structure generated by a parser as a baseline , but every P - A structure is not useful for information extraction and retrieval(Y.Kiyota et al . , 2002 ; M.O.Dzikovska et al . , 2003 ; S.Harabagiu et al . , 2005 ) .", "label": "", "metadata": {}, "score": "39.95701"}
{"text": "This chapter presents the state - of - the - art in the field of interactive question answering .Given that IQA inherits a lot of features from dialogue systems and question answering , these fields are also briefly presented .Analysis of the existing systems reveals that in general IQA systems rely on a scaled - down version of a dialogue system , sometimes built on top of question answering systems .", "label": "", "metadata": {}, "score": "40.770134"}
{"text": "They were grouped into four categories and are presented in Table 8 .Although some of the problems were similar to those identified in the heuristics evaluation ( eg , unfamiliar terminology , small characters and texts , and inconsistent button design ) , the comments offered more details about the design that enabled us to develop specific directions for system redesign .", "label": "", "metadata": {}, "score": "40.950752"}
{"text": "If a large database of topic - relevant questions were available for a wide variety of topics , the accuracy of a state - of - the - art Q / A system such as ( Harabagiu et al . , 2003 ) could be enhanced .", "label": "", "metadata": {}, "score": "42.02221"}
{"text": "Overall , our findings indicated that the participants were basically able to perform the study tasks using the current design .However , we also identified a number of design problems and areas that could be improved to further enhance usability .", "label": "", "metadata": {}, "score": "42.03081"}
{"text": "Using these methods in system development has been recognized as an important way to ensure the usability of the end product [ 5 , 8 , 9 ] .Nielson defines heuristic evaluation as a measurement that utilizes heuristics in order to find usability problems [ 4 ] .", "label": "", "metadata": {}, "score": "42.22997"}
{"text": "Testing Duncan 's ( 1972 ) hypothesis that these turn - yielding cues are linearly correlated with the occurrence of turn - taking attempts , we further demonstrate that , the greater the number of turn - yielding cues that are present , the greater the likelihood that a turn change will occur .", "label": "", "metadata": {}, "score": "42.898575"}
{"text": "Design recommendations for further system interface modifications were discussed .Conclusions : This study verified the usability of the self - management system developed for older adults with chronic diseases .Also , we demonstrated that our usability evaluation approach could be used to quickly and effectively identify usability problems in a health care information system at an early stage of the system development process using a paper prototype .", "label": "", "metadata": {}, "score": "43.10784"}
{"text": "Subsequently , we discuss the meaning of the conceptual model in the design process and we test the appropriateness of several alternative possible designs .We conclude with an evaluation of the outcome of the design process and a synopsis of further work . by S. Straussberger , J. -y .", "label": "", "metadata": {}, "score": "43.806618"}
{"text": "Among the various techniques , end - user testing and heuristics evaluation are prevalent and prominent [ 30 , 31 ] .End - user testing examines how effective and efficient a task or process is carried out using the system and explores users ' opinions based on their experience with the system .", "label": "", "metadata": {}, "score": "43.836666"}
{"text": "These two methods can be implemented together in a usability evaluation to increase the likelihood of uncovering more design problems [ 30 , 33 ] .Conducting a usability evaluation during the early stages of the development process for a new design is highly recommended [ 29 ] .", "label": "", "metadata": {}, "score": "44.005615"}
{"text": "This study assessed the interface design of a computer - based chronic disease self - management system using a set of design heuristics and evaluated the performance and perceptions of users about the system .Using the paper prototype , our evaluations quickly and effectively identified the system 's strengths and usability weaknesses .", "label": "", "metadata": {}, "score": "44.19306"}
{"text": "The study found usage difficulties related to HCI problems primarily characterized by a mismatch of the designer model and the content expert model [ 12 ] .The heuristic / usage methodology provided an incremental benefit in a variety of design activities [ 12 ] .", "label": "", "metadata": {}, "score": "44.359234"}
{"text": "We then review usability requirements for knowledge - based authentication as they apply to graphical passwords , identify security threats that such systems must address and review known attacks , discuss methodological issues related to empirical evaluation , and identify areas for further research and improved methodology .", "label": "", "metadata": {}, "score": "44.46306"}
{"text": "29 ] Dirk Walther and Christof Koch .2006 Special Issue : Modeling Attention to Salient Proto - objects .Neural Network , 19(9):1395 - 1407,2006 .[ 30 ] S. Wiedenbeck , J. Waters , J. Birget , A. Brodskiy , and N. Memon .", "label": "", "metadata": {}, "score": "44.703842"}
{"text": "The effort is part of a European - funded research and development project investigating context - sensitive approaches to informal , problem - based and workp ... \" .This paper presents the rationale , challenges , successes and results of activities to establish the requirements for a mobile learning environment .", "label": "", "metadata": {}, "score": "44.833633"}
{"text": "However there are a number of design decisions and issues associated with the use of MLP features for state - of - the - art speech recognition systems .Two modifications to the standard training / adaptation procedures are described in this work .", "label": "", "metadata": {}, "score": "44.840794"}
{"text": "Table 1 : User question and proposed questions from QUABs made available by the Center for Non - Proliferation Studies ( CNS)3 .Modules from the FERRET 's dialogue shell inter- act with modules from the predictive dialogue block .Central to the predictive dialogue is the topic repre- sentation for each scenario , which enables the pop- ulation of a Predictive Dialogue Network ( PDN ) .", "label": "", "metadata": {}, "score": "44.988586"}
{"text": "A measure of the overall performance can be obtained by u .. \" ...Although there is an increasing shift towards evaluating Natural Language Generation ( NLG ) systems , there are still many NLG - specific open issues that hinder effective comparative and quantitative evaluation in this field .", "label": "", "metadata": {}, "score": "45.52615"}
{"text": "A measure of the overall performance can be obtained by u .. \" ...Although there is an increasing shift towards evaluating Natural Language Generation ( NLG ) systems , there are still many NLG - specific open issues that hinder effective comparative and quantitative evaluation in this field .", "label": "", "metadata": {}, "score": "45.52615"}
{"text": "Proceedings of the 43rd Annual Meeting of the ACL , pages 205 - 214 , Ann Arbor , June 2005 .c ? erated off - line from topic representations of complex scenarios , predictive ques- tions represent requests for information that capture the most salient ( and diverse ) aspects of a topic .", "label": "", "metadata": {}, "score": "45.894295"}
{"text": "This approach promises a number of theoretical and practical benefits such as fine - grained adaptation , generalisation , and automatic ( global ) optimisation , and we compare it to related work in statistical / trainable NLG .A demonstration of the proposed approach is then developed , showing combined DM and NLG policy learning for adaptive information presentation decisions .", "label": "", "metadata": {}, "score": "46.129993"}
{"text": "Even though it is better if the system can be used without documentation , it may be necessary to provide help and documentation .Any such information should be easy to search , be focused on the user\\ 's task , list concrete steps to be carried out , and not be too large .", "label": "", "metadata": {}, "score": "46.140015"}
{"text": "A single general usability expert familiar with the kind of interface being evaluated can identify about 60 % of the problems [ 7 , 13 ] .This method was applied to support the clinical information system during a standard Call for Tender and was found to be an efficient and cost - effective approach to choose an appropriate and useful clinical information system [ 14 ] .", "label": "", "metadata": {}, "score": "46.396214"}
{"text": "Our study suggests that the usability test is one of the steps that should be performed during the system development process to avoid drawing mistaken conclusions about system effectiveness .Strengths and Limitations .However , a few limitations should be noted .", "label": "", "metadata": {}, "score": "46.44081"}
{"text": "Our proposed system approaches human performance levels by greatly improving the audible quality of speech and substantially improving the keyword recognition accuracy .Corresponding Author : .ABSTRACT .Background : Computer - mediated educational applications can provide a self - paced , interactive environment to deliver educational content to individuals about their health condition .", "label": "", "metadata": {}, "score": "46.46966"}
{"text": "This may limit our findings and ideas on system interface improvement .Second , although it was not the focus of this current study , it may be worth considering the effects of user characteristics ( eg , age , severity of the chronic conditions , and computer experience ) on measurement outcomes .", "label": "", "metadata": {}, "score": "46.57647"}
{"text": "Discussion .This tutorial illustrates a heuristic evaluation using a computer - based patient education program ( PEMT ) as a case study .The motivation to conduct this heuristic evaluation was to uncover usability violations in the user interface prototypes of PEMT in an efficient yet effective manner .", "label": "", "metadata": {}, "score": "46.622543"}
{"text": "This is especially important for health care technologies because their usability can have implications for quality and effectiveness of health care [ 5 - 7 ] .In fact , researchers have directed their efforts at improving the usability of their new health information technology ( IT ) applications to avoid unintended consequences at rollout [ 8 - 14 ] .", "label": "", "metadata": {}, "score": "46.82507"}
{"text": "J.J. Dujmovic ( 1996 )A Method for Evaluation and Selection of Complex Hardware and Software Systems .International Computer Measurement Group Conference , 368 - 378 . D. Sloan , A. Heath , F. Hamilton , B. Kelly , H. Petrie , L. Phipps ( 2006 )", "label": "", "metadata": {}, "score": "46.865974"}
{"text": "[20 ] ; Dzikovska et al .[21 ] ; Harabagiu et al ., [ 22 ] proved every P - A structure was not useful for information extraction and retrieval because the predicate argument ( P - A ) structure generated by a parser as a baseline .", "label": "", "metadata": {}, "score": "46.895435"}
{"text": "Section 4 highlights the management of the inter- action between the user and FERRET , while Sec- tion 5 presents the results of evaluating our proposed 1AQUAINT is an acronym for Advanced QUestion Answer- ing for INTelligence .Page 2 . model , and Section 6 summarizes the conclusions .", "label": "", "metadata": {}, "score": "46.996056"}
{"text": "Fourth , effective disease self - management systems have the potential to improve care quality and safety [ 51 , 52 ] .However , one can not meaningfully examine and then be certain of the true value of a newly developed health information system ( such as the one in this current study ) without having the usability and design problems discovered and eliminated beforehand .", "label": "", "metadata": {}, "score": "47.11783"}
{"text": "In this study , we employed one \" double expert \" who had a background in usability and a domain of interest , and two \" single experts \" with experience in usability and human factors design .All of the evaluators were familiar with the heuristic principles .", "label": "", "metadata": {}, "score": "47.15123"}
{"text": "In both cases , assumptions regarding what sort of objects people are looking for are required to create such a model .In this work , we focus on bottom - upvisual attention , us- ing Itti et al . 's [ 15 ] computational model of visual attention .", "label": "", "metadata": {}, "score": "47.161495"}
{"text": "M. Vigo , A. Aizpurua , M. Arrue , and J. Abascal ( 2011 )Quantitative Assessment of Mobile Web Guidelines Conformance .Universal Access in the Information Society 10(1 ) : 33 - 49 Tools . by M. Theune , E. Klabbers , J. Odijk , J. R. De Pijper , E. Krahmer - Natural Language Engineering , 2000 . \" ...", "label": "", "metadata": {}, "score": "47.21279"}
{"text": "This paper highlights the characteristics of interview speech files in NIST SREs and discusses the difficulties in performing speech / non - speech segmentation in these files .To overcome these difficulties , this paper proposes using speech enhancement techniques as a pre - processing step for enhancing the reliability of energy - based and statistical - model - based VADs .", "label": "", "metadata": {}, "score": "47.241356"}
{"text": "This article aims to provide a broad overview of the constantly growing field by defining the field , introducing typical applications , presenting exemplary resources , and sharing a unified view of the chain of processing .It then presents the first broader Paralinguistic Challenge organised at INTERSPEECH 2010 by the authors including a historical overview of the Challenge tasks of recognising age , gender , and affect , a summary of methods used by the participants , and their results .", "label": "", "metadata": {}, "score": "47.37904"}
{"text": "Second , the blood glucose test time selection task ( task 5 ) was also challenging because it had a similar inconsistent design problem .Furthermore , in the blood glucose module menu , there were a total of six alternative test times available for selection because the timing of the test could be before or after breakfast , lunch , or dinner ( see Figure 3 ) .", "label": "", "metadata": {}, "score": "47.39262"}
{"text": "Experimental evidence not only demonstrates the feasibility of the proposed techniques , but it also shows that the proposed technique attains comparable performance to standard approaches on the LRE tasks investigated in this work when the same experimental conditions are adopted .", "label": "", "metadata": {}, "score": "47.522255"}
{"text": "The recommended changes were easily understood , not only by the software development team , but also by domain experts , since the rationale used to make changes to the system was well justified by the heuristics .The benefits of the recommended changes became evident after the revised software demonstrated higher ease of use and greater ease of navigation , while minimizing errors .", "label": "", "metadata": {}, "score": "47.79313"}
{"text": "It presents a trial of the technology and learning across a school classroom , sports hall , and library .The main aim of the study was to incorporate inquiry l ... \" .The paper describes a project to support personal inquiry learning with handheld and desktop technology between formal and informal settings .", "label": "", "metadata": {}, "score": "47.82759"}
{"text": "Two different hypotheses were tested regarding how users might choose their click - points relative to Itti 's model .Our methods were tested using the same field study database used by Thorpe et al .[ 27 ] , allow- ing us to compare performance .", "label": "", "metadata": {}, "score": "47.951057"}
{"text": "The challenge attracted thirteen submissions .This paper describes the challenge problem , provides an overview of the systems that were entered and provides a comparison alongside both a baseline recognition system and human performance .The paper discusses insights gained from the challenge and lessons learnt for the design of future such evaluations .", "label": "", "metadata": {}, "score": "48.04876"}
{"text": "Interviews were used to elicit participants ' comments on the system design .The quantitative data were analyzed using descriptive statistics and the qualitative data were analyzed for content .Results : The participants were able to perform the predesigned self - management tasks with the current system design and they expressed mostly positive responses about the perceived usability measures regarding the system interface .", "label": "", "metadata": {}, "score": "48.136177"}
{"text": "It is a net- work because questions are related by \" similarity \" links , which are computed by the Question Simi- larity module .The topic representation enables an Information Extraction module based on ( Surdeanu and Harabagiu , 2002 ) to find topic - relevant infor- mation in the document collection and to use it as answers for the QUABs .", "label": "", "metadata": {}, "score": "48.32212"}
{"text": "Even if it is of an utmost importance , guidelines do mention it vaguely and tools do not support it .In order to tackle this problem we developed a flexible framework to evaluate accessibility taking into consideration the interaction context ( Vigo et al . , 2007b ) .", "label": "", "metadata": {}, "score": "48.45633"}
{"text": "The results were presented to the development team , and the recommended changes were implemented .The changes made to the interface were prioritized based on the severity ratings , from catastrophic to cosmetic .The immediate changes made to the program included adding a help mechanism , providing feedback to the users based on their actions , and allowing users to exit the system .", "label": "", "metadata": {}, "score": "48.469864"}
{"text": "In contrast to previous work ( where standard HMM adaptation schemes are used ) , linear input network adaptation is investigated .System performance is investigated within a multi - pass adaptation / combination framework .This allows the performance gains of individual techniques to be evaluated at various stages , as well as the impact in combination with other sub - systems .", "label": "", "metadata": {}, "score": "48.479103"}
{"text": "Comments from Open - Ended Questions .All participants expressed a fondness for the system .They commented that the overall system interface was effective and appealing , the system was simple to use , the information on the interfaces was clearly presented , and using the system for self - management would allow them to obtain useful health information and improve their health conditions .", "label": "", "metadata": {}, "score": "48.490166"}
{"text": "Methods : Fifty older adults with different chronic diseases participated .Two usability evaluation methods were involved : ( 1 ) a heuristics evaluation and ( 2 ) end - user testing with a think - aloud testing method , audio recording , videotaping , and interviewing .", "label": "", "metadata": {}, "score": "48.559647"}
{"text": "PAMI , 20(11):1254 - 1259,Nov 1998 .[16 ] W. Jansen , S. Gavrilla , V. Korolev , R. Ayers , and Swanstrom R.Picture Password : A Visual Login Technique for Mobile Devices .NIST Report - NIS- TIR7030 , 2003 .", "label": "", "metadata": {}, "score": "49.110172"}
{"text": "In order to maximize performance in these three areas , interactive Q / A systems need a predictive di- alogue architecture that enables them to propose re- lated questions about the relevant information that could be returned to a user , given a domain of inter- est .", "label": "", "metadata": {}, "score": "49.1444"}
{"text": "Results also showed that classification performance varies with age and gender .Specifically , for the \" politeness \" detection task , higher classification accuracy was achieved for females and 10 - 11 years - olds , compared to males and other age groups , respectively .", "label": "", "metadata": {}, "score": "49.51384"}
{"text": "Although there is an increasing shift towards evaluating Natural Language Generation ( NLG ) systems , there are still many NLG - specific open issues that hinder effective comparative and quantitative evaluation in this field .The paper starts off by describing a task - based , i.e. , black - box evaluation of a hypertext NLG system .", "label": "", "metadata": {}, "score": "49.64486"}
{"text": "Although there is an increasing shift towards evaluating Natural Language Generation ( NLG ) systems , there are still many NLG - specific open issues that hinder effective comparative and quantitative evaluation in this field .The paper starts off by describing a task - based , i.e. , black - box evaluation of a hypertext NLG system .", "label": "", "metadata": {}, "score": "49.64486"}
{"text": "19 , 21 , 22].It is a direct impact of these mobile and pervasive technologies on learning , initially used to support lifelong learning [ 20].A key aspect to be taken into account is mobility which can be associated to the technology or to people .", "label": "", "metadata": {}, "score": "49.738983"}
{"text": "W4A'06 , 121 - 131 .M. Vigo , M. Arrue , G. Brajnik , R. Lomuscio and J. Abascal ( 2007 ) Quantitative Metrics for Measuring Web Accessibility .International Cross - Disciplinary Conference on Web Accessibility , W4A'07 , 99 - 107 .", "label": "", "metadata": {}, "score": "49.832397"}
{"text": "The median severity rating per usability heuristic has also been reported ( Table 3 ) .This information was used to evaluate the severity of the violations in each category of the usability heuristics and was used as a medium to describe not only the average number of severe violations in each category but also to prioritize changes that can be made to the violations .", "label": "", "metadata": {}, "score": "49.83716"}
{"text": "First , all four performance indicators showed that the \" access the history data page \" task ( task 10 ) was difficult to perform .This inconsistency led to confusion and resulted in additional search efforts that would not be necessary if the location was changed .", "label": "", "metadata": {}, "score": "49.921577"}
{"text": "One issue that arises for a broad - focus non - task117 specific domain like this is that evaluation methods are not as well - specified as for other NLG systems for content determination . \" ...One approach to verification and validation of language processing systems includes the verification of system resources .", "label": "", "metadata": {}, "score": "49.92838"}
{"text": "One issue that arises for a broad - focus non - task117 specific domain like this is that evaluation methods are not as well - specified as for other NLG systems for content determination . \" ...One approach to verification and validation of language processing systems includes the verification of system resources .", "label": "", "metadata": {}, "score": "49.92838"}
{"text": "This is realized with a model - based speech enhancement pre - processor , which consists of two complementary elements , a multi - channel speech - noise separation method that exploits spatial and spectral information , followed by a single channel enhancement algorithm that uses the long - term temporal characteristics of speech obtained from clean speech examples .", "label": "", "metadata": {}, "score": "49.949783"}
{"text": "Third , one of the main criticisms of previous studies on health IT usability has been the lack of a theoretical basis for the development of the study methodology [ 50 ] .Our study method and procedures were carefully set up based on systematic usability study guidelines and models as well as empirical research , such as Nielsen and Mack [ 42 ] and Nielsen [ 4 ] .", "label": "", "metadata": {}, "score": "50.02008"}
{"text": "We describe the methodology that was followed and the issues relevant to academics ' learning that emerged during the requirement 's analysis .Subsequently , we discuss the meaning of the conceptual model in the design ... \" . ... could support the learning and professional development of academics .", "label": "", "metadata": {}, "score": "50.205635"}
{"text": "Our results show that automated attacks , which are easier to arrange than human - seeded attacks and are more scalable to systems that use multiple images , require serious consideration when deploying basic PassPoints - style graphical passwords .Preview \u00b7 Article \u00b7 Oct 2010 \u00b7 IEEE Transactions on Information Forensics and Security . \"", "label": "", "metadata": {}, "score": "50.254883"}
{"text": "The results pre- sented here illustrate the role of predictive question- ing in enhancing the performance of Q / A interac- tions .In the remainder of this paper , we describe a new architecture for interactive Q / A. Section 2 presents the functionality of several of FERRET 's modules and describes the NLP techniques it relies upon .", "label": "", "metadata": {}, "score": "50.406303"}
{"text": "In L. Cranor and S. Garfinkel , editors , Security and Usability , chapter 9 , pages 147 - 164 .O'Reilly , 2005 .[21 ] Vidhya Navalpakkam and Laurent Itti .the Influence of Task on Attention .Vison Research , 45:205 - 231 , 2005 .", "label": "", "metadata": {}, "score": "50.430305"}
{"text": "The proposed four subsystems have been demonstrated to be effective and able to achieve competitive results in classifying different age and gender groups .To further improve the overall classification performance , weighted summation based fusion of these seven subsystems at the score level is demonstrated .", "label": "", "metadata": {}, "score": "50.621063"}
{"text": "In the follow - up stage , the study data were analyzed by two RAs using descriptive statistics and simple content analysis [ 45 ] .Data from the performance measures were extracted from the videos , and the means / frequencies were examined .", "label": "", "metadata": {}, "score": "50.819767"}
{"text": "Usually , there is no acoustic interpretation of types of errors in the results .In this paper , the spectral characteristics of emotional signals are used in order to group emotions based on acoustic rather than psychological considerations .Standard classifiers based on Gaussian Mixture Models , Hidden Markov Models and Multilayer Perceptron are tested .", "label": "", "metadata": {}, "score": "50.969303"}
{"text": "A substantial benefit of heuristic evaluation is that it represents significant savings in time over the duration of a complete empirical user test , both in terms of execution and generation of interface changes for implementation .It has been reported that heuristic evaluations employing 3 - 5 evaluators can identify 60 - 70 % of the usability problems in an interface , including many of the major problems , even though it requires less time than other evaluation techniques [ 21 ] .", "label": "", "metadata": {}, "score": "51.119377"}
{"text": "Two key ideas of behavioral theory are that learning is manifested by a change in behavior and that technology - based instructional materials should be introduced in increments .Cognitive learning theory focuses on providing structured education to individuals along with reinforcement .", "label": "", "metadata": {}, "score": "51.250275"}
{"text": "The evaluation of a generated corpus of tweets shows that this technique is promising .\u00a9 2013 Elsevier Ltd. .Reinforcement techniques have been successfully used to maximise the expected cumulative reward of statistical dialogue systems .Typically , reinforcement learning is used to estimate the parameters of a dialogue policy which selects the system 's responses based on the inferred dialogue state .", "label": "", "metadata": {}, "score": "51.296726"}
{"text": "A comparison of paper- and computer - based low - fidelity prototyping .2003 Presented at : CHI Conference on Human Factors in Computing Systems ; April 5 - 10 , 2003 ; Fort Lauderdale , FL p. 778 - 779 .", "label": "", "metadata": {}, "score": "51.55639"}
{"text": "The three independent lists were combined together to generate a single list of heuristics violations , their severity ratings , and suggestions for the correction of these violations .The three usability experts ( LD , KP , and LV ) discussed their individual lists together , and any disagreements in assigning the severity ratings were resolved after mutual discussions .", "label": "", "metadata": {}, "score": "51.592102"}
{"text": "Like user - centred design , this draws on the knowledge of potential users and other stakeholders and involves them in the design process .But it extends beyond individual users to analyse the activi ... . by Helen Sharp , Josie Taylor , Andreas L\u00f6ber , Dirk Frohberg , Daisy Mwanza , Elena Murelli - In Proceedings of Eurescom Summit 2003 , Evolution of Broadband Services , 2003 . \" ...", "label": "", "metadata": {}, "score": "51.63069"}
{"text": "For generating these attacks , we introduce a graph - based algorithm to efficiently create dictionaries based on heuristics such as click - order patterns ( e.g. , five points all along a line ) .Some of our methods combine click - order heuristics with focus - of - attention scan - paths generated from a computational model of visual attention , yielding significantly better automated attacks than previous work .", "label": "", "metadata": {}, "score": "51.667686"}
{"text": "The majority of the changes that required urgent attention were fixed ; however , certain changes were particular to the environment in which the system was to be used which , in this case , was an emergency department setting .The changes immediately made to the system included giving users feedback in the form of a text message when they tried to navigate to the next screen without making a choice .", "label": "", "metadata": {}, "score": "51.678658"}
{"text": "Feedback is provided to the users based on their responses .Users giving correct responses receive positive prompts and encouragement while individuals giving incorrect responses are given corrective feedback and reinforcement .The goal of the evaluation component is to track the progress of individual behavior , knowledge , and disease progression over a period of time .", "label": "", "metadata": {}, "score": "51.71161"}
{"text": "It is not straightforward to adjust the LSP values to the specific interaction context .This requires a trial and error strategy until reasonable values are found .Outcomes .This measurement method was deployed in two specific contexts where the LSP was adapted to the particular characteristics of the guideline - sets involved .", "label": "", "metadata": {}, "score": "51.723644"}
{"text": "[ 12 ] C. Harris and M. Stephens .A Combined Corner and Edge Detection .In Proceedings of The Fourth Alvey Vision Conference , pages 147 - 151 , 1988 .[ 13 ] SFRIT - Engineering .html , site accessed Sept. 18 , 2008 .", "label": "", "metadata": {}, "score": "51.744736"}
{"text": "An excerpt of the evaluation results for the user interface prototype has been presented ( Table 2 ) .Sample heuristic violations included a \" lack of feedback to the user if they did n't answer a question and tried to proceed to the next screen \" , and the \" inability to exit or obtain help throughout the entire program \" .", "label": "", "metadata": {}, "score": "51.777943"}
{"text": "The outcome of learning depends upon how the information is presented and how the learner processes that information .A computer - based educational program provides individuals with a self - paced learning environment and presents educational modules as a series of short messages .", "label": "", "metadata": {}, "score": "51.890923"}
{"text": "The two approaches for evaluating the human - computer interaction ( HCI ) characteristics of a system include inspection methods or user evaluations [ 5 , 8 ] .Inspection methods are based on reviews of a system , often by experts , which can be guided by usability heuristics , user tasks , or other information [ 5 , 8 , 9 ] .", "label": "", "metadata": {}, "score": "51.937813"}
{"text": "December 8- 12 , 2008 .c ?IEEE .The third author acknowledges NSERC fund- ing under a Discovery Grant and as Canada Research Chair in Network and Software Security .The most effective attack strategy to date on these schemes appears to be human - seeded attacks [ 27 ] , although such at- tacks are more difficult to arrange than attacks based on purely automated means and do not scale well for systems that use multiple images .", "label": "", "metadata": {}, "score": "52.009457"}
{"text": "Over the long term , perhaps the most lasting result of the heuristic evaluation concerns more than the specific system tested , since heuristic evaluation also relates to internal organizational development .Heuristic evaluation was another step in this educational process .", "label": "", "metadata": {}, "score": "52.18936"}
{"text": "This paper addresses the problem of automatically detecting \" frustration \" , \" politeness \" , and \" neutral \" attitudes from a child 's speech communication cues , elicited in spontaneous dialog interactions with computer characters .Several information sources such as acoustic , lexical , and contextual features , as well as , their combinations are used for this purpose .", "label": "", "metadata": {}, "score": "52.243317"}
{"text": "We performed extensive feature selection ( Sequential Forward Floating Search ) for seven acoustic and four linguistic types of features , ending up in a small number of ' most important ' features which we try to interpret by discussing the impact of different feature and extraction types .", "label": "", "metadata": {}, "score": "52.410065"}
{"text": "Int J Hum - Comput St 2008;66:718 - 728 .[CrossRef ] .Linder JA , Rose AF , Palchuk MB , Chang F , Schnipper JL , Chan JC , et al .Decision support for acute problems : the role of the standardized patient in usability testing .", "label": "", "metadata": {}, "score": "52.45342"}
{"text": "Additionally , the approach using F 2SVM performs at an accuracy of 82 for a cross corpus experiment ( i.e. training and testing on entirely different recording conditions ) in a frame - wise analysis and of around 97 after temporally integrating over full sentences .", "label": "", "metadata": {}, "score": "52.529778"}
{"text": "Table 7 presents the central tendency and distribution of the questionnaire responses .The mean scores for satisfaction , perceived usefulness , and perceived ease of use were at least 4.9 ( SD 1.4 ) , 6.0 ( SD 1.2 ) , and 6.0 ( SD 1.2 ) , respectively .", "label": "", "metadata": {}, "score": "52.757877"}
{"text": "The system accounts for a variety of literacy levels and learning styles amongst users .Visual learners prefer seeing what they are learning , so pictures and images help them understand ideas and information better than text - based explanations [ 17 ] .", "label": "", "metadata": {}, "score": "52.76738"}
{"text": "In Pro- ceedings of the 18thCOLING Conference , pages 495 - 501 . S. Lytinen and N. Tomuro .The Use of Question Types to Match Questions in FAQFinder .In Papers from the 2002 AAAI Spring Symposium on Mining Answers from Texts and Knowledge Bases , pages 46 - 53 .", "label": "", "metadata": {}, "score": "52.79014"}
{"text": "17 ] I. Jermyn , A. Mayer , F. Monrose , M. Reiter , and A. Rubin .TheDesignandAnalysisofGraphicalPass- words .In USENIX Security , 1999 .[ 18 ] P. D. Kovesi .MATLAB and Octave Functions for Computer Vision and Image Processing .", "label": "", "metadata": {}, "score": "52.805443"}
{"text": "[CrossRef ] .Gosbee J , Gosbee LL .Usability evaluation in health care .In : Carayon P , ditor .Handbook of Human Factors and Ergonomics in Health Care and Patient Safety .Boca Raton , FL : CRC Press ; 2011:543 - 556 .", "label": "", "metadata": {}, "score": "52.97191"}
{"text": "In particular , both systems and users have difficulty determining when the other is taking or relinquishing the turn .In this paper , we seek to identify turn - taking cues correlated with human - human turn exchanges which are automatically computable .", "label": "", "metadata": {}, "score": "52.98935"}
{"text": "Page 2 . the user 's attention would shift between objects with fea- tures that might indicate a dark - haired person .Our contributions include the best purely automated at- tacks to date against click - based graphical passwords , an evaluation of how the model of Itti et al .", "label": "", "metadata": {}, "score": "53.038074"}
{"text": "Heuristics Evaluation .The evaluation results ( Table 3 ) and comments of the three evaluators were discussed and compiled into four categories ( Table 4 ) .The evaluation identified some strengths in the system design , such as consistent information presentation and organization , low demand on user short - term and spatial memory load , clearly labeled keys , and consistent operating procedures within and across the system modules .", "label": "", "metadata": {}, "score": "53.083588"}
{"text": "It is highly important to have a combination of these experts while evaluating computer - mediated patient education programs in the health care environment , or else there is a risk of producing a mismatch between the system and the real world .", "label": "", "metadata": {}, "score": "53.171608"}
{"text": "The domain expert and the software development team discussed these changes and , based on the severity ratings , changes were prioritized and implemented ( Figure 1 , Figure 2 , Figure 3 ) .In Figure 1 , if an option is not selected and the user clicks next to go forward , no feedback is given to the user .", "label": "", "metadata": {}, "score": "53.219017"}
{"text": "Question An- swering Based on Semantic Structures .In Proceedings of the 20th COLING Conference , Geneva , Switzerland .Mihai Surdeanu and Sanda M. Harabagiu .Infratructure for open - domanin information extraction .In Conference for Human Language Technology ( HLT-2002 ) .", "label": "", "metadata": {}, "score": "53.293877"}
{"text": "The procedures implemented in these three stages are described below .Preparation Stage .The preparation stage included participant selection , task design , and data collection .Participants .The study participants were recruited from a non - profit medical organization in Hong Kong that provides medical services to the community in the Hong Kong East Cluster .", "label": "", "metadata": {}, "score": "53.30045"}
{"text": "The objective of the heuristics evaluation was to determine whether the system design characteristics met the human factors design guidelines and principles .The aim of end - user testing was to examine use performance and satisfaction with the system interface among a group of elderly patients with chronic diseases .", "label": "", "metadata": {}, "score": "53.31642"}
{"text": "Groups of annotators may disagree on the perceived voice quality , but whom should one trust or is the truth somewhere in between ?The current study looks first to describe a voice quality feature set that is suitable for differentiating voice qualities on a tense to breathy dimension .", "label": "", "metadata": {}, "score": "53.33387"}
{"text": "Bringing together usability experts and health professionals to evaluate a computer - mediated patient education program can help to identify problems in a timely manner .This makes this method particularly well suited to the iterative design process when developing other computer - mediated health education programs .", "label": "", "metadata": {}, "score": "53.518623"}
{"text": "However , we are planning to conduct another round of usability studies using a computerized prototype with the design recommendations incorporated .Conclusions .An inadequately designed health information system increases the likelihood of the users committing user errors and having difficulties using the system .", "label": "", "metadata": {}, "score": "53.55754"}
{"text": "An approach that combines multiple individual MLPs is proposed , and this reduces the time needed to train MLPs on large amounts of data .In addition , to further speed up discriminative training , a lattice re - use method is proposed .", "label": "", "metadata": {}, "score": "54.012207"}
{"text": "Usability Inspection Methods .New York , NY : Wiley ; 1994 .Grenier AS , Carayon P , Casper GR , Or CKL , Burke LJ , Brennan PF .Usability evaluation of an Internet - based health information / communication system for CHF patients .", "label": "", "metadata": {}, "score": "54.038322"}
{"text": "Importantly , special attention should be given to the selection of design heuristics for evaluating systems for elderly patients because the general human factors design guidelines may be insufficient for addressing the unique characteristics and capabilities of elderly patients .Furthermore , the design problems discovered in this study allow for the implementation of new design guidelines that are of particular importance for the elderly and can be generalized to other health information systems that are designed for older adult patients .", "label": "", "metadata": {}, "score": "54.141205"}
{"text": "e outside the purview of syntactic aggregation , it appears to be preferred by humans over syntactic aggregation ( see Section 5 ) .Language generation systems have been evaluated e.g. by using human judges to assess the quality of the texts produced ( Coch , 1996 ; Lester and ... . ...", "label": "", "metadata": {}, "score": "54.14267"}
{"text": "The results can be utilized as suggestions for interface refinements .This method requires less time and resources than many other usability engineering methods .Nielsen identified 10 usability heuristics as the basic characteristics of usable interfaces [ 4 ] .Research in the past has shown that usability inspection through heuristic evaluation is an effective way to uncover user interface design problems in a broad range of clinical contexts [ 12 ] .", "label": "", "metadata": {}, "score": "54.159454"}
{"text": "End - User Testing .Participant Characteristics .A total of 57 eligible older adult patients participated .The first seven were pilot participants to try out the testing procedures through which the experimental design problems were identified and fixed prior to the main test .", "label": "", "metadata": {}, "score": "54.225204"}
{"text": "Fifth , regarding the presentation of information , a number of participants expressed their confusion about the pictures that were used to describe the functions of the buttons ( eg , a picture of a scale was used to represent weight measurement ) .", "label": "", "metadata": {}, "score": "54.24961"}
{"text": "This paper is a contribution to the Website Accessibility Metrics Symposium .It was not developed by the W3C Web Accessibility Initiative ( WAI ) and does not necessarily represent the consensus view of W3C staff , participants , or members .", "label": "", "metadata": {}, "score": "54.475067"}
{"text": "The results of our initial evaluation suggest this approach can be a viable method of language generation .We also discuss potential applications where this approach is likely to be most useful , as well as planned improvements to the system and future research using Mountain .", "label": "", "metadata": {}, "score": "54.51878"}
{"text": "The results of our initial evaluation suggest this approach can be a viable method of language generation .We also discuss potential applications where this approach is likely to be most useful , as well as planned improvements to the system and future research using Mountain .", "label": "", "metadata": {}, "score": "54.51878"}
{"text": "Designers and users are faced with different requirements and tend to focus on different sets of issues .A prior study supports the view that it is not surprising to find experts and end users faced with different requirements focusing on different sets of issues [ 7 ] .", "label": "", "metadata": {}, "score": "54.65604"}
{"text": "A large number of usability problems were identified with a reasonable expenditure of effort .To ensure the success of education programs , information must be delivered in a way that is accessible to and meaningful to users .However , there are several limitations of using heuristic evaluation compared to other usability engineering methods .", "label": "", "metadata": {}, "score": "54.676357"}
{"text": "The RAs also took field notes about the participants ' performance and comments .The RAs collected the questionnaire data and participant feedback on the difficulties they noticed when using the system after the completion of the end - user testing .", "label": "", "metadata": {}, "score": "54.910072"}
{"text": "Of the 17 satisfaction items , 14 had a mean score of 6.0 or higher .Intention to Use the System .Thirty - one ( 74 % ) participants expressed their intention to use the actual system for chronic disease self - management in the future , if the system was available .", "label": "", "metadata": {}, "score": "54.922756"}
{"text": "A sociocognitive representation is proposed to support preliminary analytical evaluations of system - wide impacts of technological or procedural changes considering authority distribution .The method is illustrated with examples from ASAS Sequencing & Merging procedures .Preceding human - in - the - loop simulations , this approach facilitates the definition of relevant scenariosequences to be subject of detailed experimental investigation .", "label": "", "metadata": {}, "score": "55.08684"}
{"text": "Our findings revealed a number of usability issues , not detected in the heuristics evaluation , discovered by the end - user testing .Furthermore , our heuristics evaluation only projected high - level structural usability problems ( eg , font size and information grouping problems ) , whereas the end - user testing allowed us to discover a large number of usability weaknesses at detailed levels .", "label": "", "metadata": {}, "score": "55.139446"}
{"text": "These findings were discussed in relation to future research .\u00a9 2009 Elsevier Ltd. .This paper argues that the problems of dialogue management ( DM ) and Natural Language Generation ( NLG ) in dialogue systems are closely related and can be fruitfully treated statistically , in a joint optimisation framework such as that provided by Reinforcement Learning ( RL ) .", "label": "", "metadata": {}, "score": "55.266617"}
{"text": "This allows us to achieve a better prosodic output quality than can be achieved in a plain text - to - speech system .For language generation in D2S , the use of syntactically enriched templates is guided by knowledge of the discourse context , while for speech generation pre - recorded phrases are combined in a prosodically sophisticated manner .", "label": "", "metadata": {}, "score": "55.306084"}
{"text": "[Medline ] .Or CK , Karsh BT .A systematic review of patient acceptance of consumer health information technology .J Am Med Inform Assoc 2009;16(4):550 - 560 [ FREE Full text ] [ CrossRef ] [ Medline ] .", "label": "", "metadata": {}, "score": "55.403053"}
{"text": "[28 ] model user choice in \" Draw - A - Secret \" pure - recall graphical passwords [ 17 ] mo- tivated by cognitive studies .Davis et al .[ 9 ] modeled 2.1Models of Visual Attention We conjecture that a significant percentage of users will choose points that draw their attention as components of their click - based passwords , and thus that computational models of visual attention may help pick out more probable click - points .", "label": "", "metadata": {}, "score": "55.43376"}
{"text": "In addition , it is very important that the focus is on users when evaluating the interface design because this can influence the problems identified by the usability experts , as well as how these problems are described and prioritized .The system should speak the user 's language , with words , phrases , and concepts familiar to the user , rather than system - oriented terms and information , and these words , phrases , and concepts should appear in a natural and logical order .", "label": "", "metadata": {}, "score": "55.45172"}
{"text": "Evaluating equipment for people with disabilities : user and technical perspectives on basic commodes .Clinical Rehabilitation 1995;9:157 - 166 . [CrossRef ] .Demiris G , Oliver DP , Dickey G , Skubic M , Rantz M. Findings from a participatory evaluation of a smart home application for older adults .", "label": "", "metadata": {}, "score": "55.63049"}
{"text": "Computational models of top - down visual attention can be defined by training [ 22].Navalpakkam et al .[21 ] discuss an alternate method to create a top - down model , based on Guided Search [ 33 ] , which weighs visual feature maps according to the top - down task .", "label": "", "metadata": {}, "score": "55.695366"}
{"text": "Int .J. Hum.-Comput .Stud . , 63(1 - 2):102 - 127,2005 .[ 31 ] S. Wiedenbeck , J. Waters , J.-C. Birget , A. Brodskiy , and N. Memon .AuthenticationUsing Graphical Pass- words : Basic Results .In HCII , 2005 .", "label": "", "metadata": {}, "score": "55.74113"}
{"text": "where evaluation results produced by individual metrics are a set of normalized scores E 1 , .When evaluated components have a different impact , positive normalized weights are associated to each evaluation result W 1 , .Values of p(d ) are predefined elsewhere ( Dujmovic , 1996 ) and they are selected upon the required logical relationship between elements of the system , be different levels of conjunction and disjunction .", "label": "", "metadata": {}, "score": "56.0669"}
{"text": "Dirik et al .[ 10 ] ex- amine the efficacy of an automated tool for guessing Pass- Points passwords .Their method , which does not draw on a standard computational model of visual attention , uses centroids of segments as guesses ( but no corners ) .", "label": "", "metadata": {}, "score": "56.21546"}
{"text": "Davis FD .Perceived usefulness , perceived ease of use , and user acceptance of information technology .MIS Quarterly 1989;13(3):319 - 340 . [CrossRef ] .Krippendorff K. Content Analysis : An Introduction to Its Methodology .Thousand Oaks , CA : Sage Publications , Inc ; 2012 .", "label": "", "metadata": {}, "score": "56.305847"}
{"text": "Third , many of the design guidelines are established for developing products for people with no functional limitations ; thus , it is necessary to pay special attention to the usability of the products that are specifically designed for the elderly and disabled .", "label": "", "metadata": {}, "score": "56.56202"}
{"text": "In Figure 2 , feedback is provided if no option is selected , and the user is able to exit anytime during the use of the program .These two heuristics accounted for more than half ( 57 % ) of all the violations .", "label": "", "metadata": {}, "score": "56.591316"}
{"text": "Heuristic evaluation is an effective usability inspection method for discovering the most serious problems with a low investment of resources , while representing a high cost - benefit ratio [ 10 ] .During the heuristic evaluation , a group of usability experts examine the user interface design according to a set of usability guidelines [ 11 ] .", "label": "", "metadata": {}, "score": "56.67938"}
{"text": "Heuristic evaluation through the identification of usability problems and their severities was found to be a useful , efficient , and low - cost method to evaluate patient safety features of medical devices [ 15 ] .Overview of the Patient Education and Motivation Tool ( PEMT ) .", "label": "", "metadata": {}, "score": "56.863716"}
{"text": "SpeechRater uses a three - stage architecture .Responses are first processed by a filtering model to ensure that no exceptional conditions exist which might prevent them from being scored by SpeechRater .Responses not filtered out at this stage are then processed by the scoring model to estimate the proficiency rating which a human might assign to them , on the basis of features related to fluency , pronunciation , vocabulary diversity , and grammar .", "label": "", "metadata": {}, "score": "56.945244"}
{"text": "Several performance measures were collected , including task incompletion rate , task completion time , frequency of error , and frequency of help .Task incompletion rate was defined as the percentage of participants who went through the task but were not able to complete it .", "label": "", "metadata": {}, "score": "57.018867"}
{"text": "This combination of techniques makes it possible to create linguistically sound but efficient system ... . ...e outside the purview of syntactic aggregation , it appears to be preferred by humans over syntactic aggregation ( see Section 5 ) .Language generation systems have been evaluated e.g. by using human judges to assess the quality of the texts produced ( Coch , 1996 ; Lester and ... . ...", "label": "", "metadata": {}, "score": "57.035683"}
{"text": "The techniques used include user observation , participatory design workshops and questionnaires .Analytic techniques include UML and the Volere shell and template .The MOBIlearn Project MOBIlearn is a worldwide European - led research and development project exploring context - sensitive approaches to informal , problem - based and workplace learning by using key advances in mobile technologies . ... k practices and human perceptions of the technology 's value .", "label": "", "metadata": {}, "score": "57.03586"}
{"text": "In D2S , this combination is exploited by using linguistic information available in the language generation module for the computation of prosody .This allows us to achieve a better prosodic output quality than can be achieved in a plain text - to - speech system .", "label": "", "metadata": {}, "score": "57.037045"}
{"text": "IEEE Transactions on Systems , Man , and Cybernetics , SMC-6(4):325 - 327 . S. Harabagiu , D. Moldovan , C. Clark , M. Bowden , J. Williams , and J. Bensley .Answer Mining by Combining Ex- traction Techniques with Abductive Reasoning .", "label": "", "metadata": {}, "score": "57.10909"}
{"text": "To our knowledge we are the first study to show that dynamically responding to uncertainty can significantly improve learning during computer tutoring .\u00a9 2009 Elsevier Ltd. .The paper presents a novel automatic speaker age and gender identification approach which combines seven different methods at both acoustic and prosodic levels to improve the baseline performance .", "label": "", "metadata": {}, "score": "57.11777"}
{"text": "The interactions are managed by a dialogue shell , which processes questions by transforming them into their corresponding predicate - argument struc- tures2 .The data collection used in our experiments was 2We have employed the same representation of predicate- argument structures as those encoded in PropBank .", "label": "", "metadata": {}, "score": "57.138817"}
{"text": "They demonstrated that their study was effective in identifying system design problems and obstacles to task performance .Usability is also important for elderly and disabled people for the following reasons .First , most older adults and others with disabilities are experiencing a decline in their physical and cognitive abilities [ 15 , 16 ] ; as a result , they may have more difficulty interacting with technology [ 17 , 18 ] .", "label": "", "metadata": {}, "score": "57.161625"}
{"text": "Learning : The learning material is broken down into a series of educational messages with relevant audio , images , and animations as appropriate .Individuals can move forward and backward through the messages by clicking next and back buttons .The information on each screen varies in terms of the number of paragraphs , sentences , words , bulleted items , highlights , and animations .", "label": "", "metadata": {}, "score": "57.181564"}
{"text": "[14 ] L. Itti and C. Koch .Visual Attention . 2(3):194 - 203,Mar 2001 .Computational Modeling of Nature Reviews Neuroscience , [ 15 ] L. Itti , C. Koch , and E. Niebur .A Model of Saliency- Based Visual Attention for Rapid Scene Analysis .", "label": "", "metadata": {}, "score": "57.245476"}
{"text": "CrossRef ] .Shneiderman B , Plaisant C. Designing the User Interface : Strategies for Effective Human - Computer Interaction .Boston , MA : Addison Wesley ; 2005 .Sanders MS , McCormick EJ .Human Factors in Engineering and Design .", "label": "", "metadata": {}, "score": "57.4616"}
{"text": "Every extra unit of information in a dialogue competes with the relevant units of information and diminishes their relative visibility .Help users recognize , diagnose , and recover from errors .Express error messages in plain language ( no codes ) , precisely indicate the problem , and constructively suggest a solution .", "label": "", "metadata": {}, "score": "57.47925"}
{"text": "The system can also remind the patients to take their prescribed medications at predetermined times .Figure 1 describes the measurement page for blood pressure .The page displays the blood pressure readings and includes the history data page button .By pressing the button , the users can access the history page and retrieve past blood pressure values from the two - dimensional line chart ( see Figure 2 ) .", "label": "", "metadata": {}, "score": "57.583076"}
{"text": "Yen PY , Bakken S. A comparison of usability evaluation methods : heuristic evaluation versus end - user think - aloud protocol - an example from a web - based communication tool for nurse scheduling .AMIA Annu Symp Proc 2009;2009:714 - 718 .", "label": "", "metadata": {}, "score": "57.63488"}
{"text": "Feasibility of this scheme is demonstrated with experiments using a domain of baseball news .In order to automatically select useful domain - dependent P - A templates , statistical measures are introduced , resulting to a completely unsupervised learning of the information structure given a corpus .", "label": "", "metadata": {}, "score": "57.702393"}
{"text": "The usability experts then independently rated the severity of each usability violation on the following scale [ 6 ] : . 0 - I do n't agree that this is a usability problem at all . 1 - Cosmetic problem only : need not be fixed unless extra time is available on the project .", "label": "", "metadata": {}, "score": "57.777885"}
{"text": "Even when a technology is adopted , these usability barriers are likely to result in frustration and irritation for the user , in inefficiency and disruption in the care management process , and in a higher likelihood of committing errors [ 3 ] .", "label": "", "metadata": {}, "score": "57.817482"}
{"text": "End - User Testing .The end - user testing was performed between January 16 and February 9 , 2012 , according to the three stages proposed by Nielsen [ 4 ] , including preparation , testing , and follow up .", "label": "", "metadata": {}, "score": "58.13853"}
{"text": "This study protocol received the approval of the institutional review board of the University of Hong Kong .Informed consent was obtained from all of the participants .Heuristics Evaluation .Three important considerations were managed in our heuristics evaluation to ensure study quality : evaluators , heuristics , and evaluation process .", "label": "", "metadata": {}, "score": "58.165573"}
{"text": "Results show that higher scores are obtained for pages to be deployed in mobile devices and Web pages score higher in better - featured devices .Results may seem obvious but shed some light on the validity of the metric .Then , 20 users were told to conduct a search by navigating task in 9 web pages of different accessibility level using a PDA .", "label": "", "metadata": {}, "score": "58.30059"}
{"text": "Therefore , we modified our design such that the system would automatically record the test time .This type of graphical representation can be especially difficult for older adults to read and comprehend .This finding suggests that when a graphical representation of measurement data is employed , it should be designed to help improve the older adults ' ability to pair the measurement dates with the corresponding measurement values .", "label": "", "metadata": {}, "score": "58.44242"}
{"text": "CrossRef ] .Walker M , Takayama L , Landay JA .High - fidelity or low - fidelity , paper or computer ?Choosing attributes when testing web prototypes .2002 Presented at : the Human Factors and Ergonomics Society 46th Annual Meeting ; Sep 30-Oct 4 , 2002 ; Baltimore , MD p. 661", "label": "", "metadata": {}, "score": "58.521847"}
{"text": "Methods : PEMT was evaluated by three usability experts using Nielsen 's usability heuristics while reviewing the interface to produce a list of heuristic violations with severity ratings .The violations were sorted by heuristic and ordered from most to least severe within each heuristic .", "label": "", "metadata": {}, "score": "58.684265"}
{"text": "Background .If we consider that the interaction context of users is constrained by the content , accessing device , user agent , assistive technology or situation , Web accessibility evaluation and measurement should consider these aspects .Current accessibility metrics rely on traditional accessibility guidelines such as WCAG or Section 508 , targeting all type of users .", "label": "", "metadata": {}, "score": "58.733257"}
{"text": "These experts may lack domain knowledge and could therefore overlook domain - related usability problems [ 5 ] .One way to overcome this obstacle is to employ evaluators , known as double experts , who possess both usability and domain knowledge [ 5 ] .", "label": "", "metadata": {}, "score": "58.77675"}
{"text": "None of the users chose the path of the most accessible links .However , we found that surprisingly users stopped browsing sequentially and browsed according to their preferences within the subset of more accessible pages .Open Research Avenues .The outcomes of the above research studies led us to make some theoretical proposals on adaptive accessibility metrics as a natural next step ( Vigo and Brajnik , 2010 ) .", "label": "", "metadata": {}, "score": "58.80018"}
{"text": "The automatic evaluation involves textual comparisons between generated responses and responses composed by help - desk operators .Our results show that both levels of granularity produce good responses , addressing inquiries of different kinds .The human - based evaluation measures response informativeness , and confirms our conclusion that both levels of granularity produce useful responses .", "label": "", "metadata": {}, "score": "58.802155"}
{"text": "Nielson J. Usability Engineering .San Diego , CA : Academic Press ; 1993 .Tang Z , Johnson TR , Tindall RD , Zhang J. Applying heuristic evaluation to improve the usability of a telemedicine system .Telemed J E Health 2006 Feb;12(1):24 - 34 .", "label": "", "metadata": {}, "score": "58.81134"}
{"text": "ABSTRACT .Background : Usability can influence patients ' acceptance and adoption of a health information technology .However , little research has been conducted to study the usability of a self - management health care system , especially one geared toward elderly patients .", "label": "", "metadata": {}, "score": "59.03949"}
{"text": "We have designed the Patient Education and Motivation Tool ( PEMT ) , an interactive computer - based educational program based on behavioral , cognitive , and humanistic learning theories .The tool is designed to educate users and has three key components : screening , learning , and evaluation .", "label": "", "metadata": {}, "score": "59.112267"}
{"text": "This paper presents the results of the heuristic evaluation of PEMT , system changes performed based on the evaluation , and planned future research .Human - Computer Interaction Evaluation .Human factor or usability engineering is a discipline that investigates human / machine interface issues , using a wide array of methodologies [ 7 ] .", "label": "", "metadata": {}, "score": "59.12007"}
{"text": "The most important characteristic of a data - to - speech system is that it combines language and speech generation : language generation is used to produce a natural language text expressing the system 's input data , and speech generation is used to make this text audible .", "label": "", "metadata": {}, "score": "59.419453"}
{"text": "uwa.edu.au/\u02dcpk / research / matlabfns/. [ 19 ] S. Madigan .Picture Memory .In J.C. Yuille , editor , Imagery , Memory and Cognition .Lawrence Erlbaum Assoc . , 1983 .[20 ] F. Monrose and M. K. Reiter .", "label": "", "metadata": {}, "score": "59.466255"}
{"text": "The participants performed two practice tasks followed by 11 experimental tasks related to disease self - management ( see Table 2 ) .The tasks included a set of navigation tasks ( tasks 1 , 4 , 5 , 7 , and 10 ) and a set of information search and simple cognitive tasks ( tasks 2 , 3 , 6 , 8 , 9 , and 11 ) .", "label": "", "metadata": {}, "score": "59.51832"}
{"text": "A Predictive Approach to Help - desk Response Generation .Yuval Marom , Ingrid Zukerman .We are developing a corpus - based approach for the prediction of help - desk responses from features in customers ' emails , where responses are represented at two levels of granularity : document and sentence .", "label": "", "metadata": {}, "score": "59.562744"}
{"text": "In : Ashlund S , Mullet K , Henderson A , Hollnagel E , White T , editors .Bridges Between Worlds , INTERCHI'93 Tutorial Notes 22 .Reading , MA : Addison - Wesley ; 1993 .Beuscart - Z\u00e9phir MC , Watbled L , Carpentier AM , Degroisse M , Alao O. A rapid usability assessment methodology to support the choice of clinical information systems : a case study .", "label": "", "metadata": {}, "score": "59.59067"}
{"text": "In this paper we discuss verification of lexicalized tree adjoining grammars ( LTAGs ) ( Joshi and Schabes , 1997 ) as one instance of a system resource , and as one phase of a larger verification effort . \" ... Abstract .", "label": "", "metadata": {}, "score": "59.706818"}
{"text": "In this paper we discuss verification of lexicalized tree adjoining grammars ( LTAGs ) ( Joshi and Schabes , 1997 ) as one instance of a system resource , and as one phase of a larger verification effort . \" ... Abstract .", "label": "", "metadata": {}, "score": "59.706818"}
{"text": "Three - way classification experiments , as well as , pairwise classification between polite vs. others and frustrated vs. others were performed .Experimental results show that lexical information has more discriminative power than acoustic and contextual cues for detection of politeness , whereas context and acoustic features perform best for frustration detection .", "label": "", "metadata": {}, "score": "59.77383"}
{"text": "Frequency of Help .Similar to the frequency of error finding , tasks 5 and 10 yielded the highest frequency of help , indicating that the tasks were difficult based on our current design .For instance , 28 participants ( 56 % ) needed help a total of 60 times when doing the \" access the history data page \" task .", "label": "", "metadata": {}, "score": "59.86972"}
{"text": "We further examine use of the DIAG click - order pattern [ 27 ] , which captures arcs that are consistent in both horizontal and vertical directions , and a subset of this pattern that we call LINE that captures only horizontal and vertical lines .", "label": "", "metadata": {}, "score": "59.8779"}
{"text": "Heuristic evaluation is a usability inspection method and differs from empirical approaches that rely heavily on user performance data , such as user testing .The study shows the practicality of heuristic evaluation .The results suggest that the application of human - computer interaction design principles to technology - based health education programs can be a quick , relatively efficient way to gather feedback and guidance to improve the interface of a system .", "label": "", "metadata": {}, "score": "59.902164"}
{"text": "Follow platform conventions .Error prevention .Even better than good error messages is a careful design which prevents a problem from occurring in the first place .Either eliminate error - prone conditions or check for them and present users with a confirmation option before they commit to the action .", "label": "", "metadata": {}, "score": "59.957382"}
{"text": "In : Bias RG , Mayhew DJ , editors .Cost - Justifying Usability .San Diego , CA : Academic Press ; 1994 .Jaspers MWM .A comparison of usability methods for testing interactive health technologies : methodological aspects and empirical evidence .", "label": "", "metadata": {}, "score": "59.984524"}
{"text": "Hoboken , NJ : CRC Press ; 2009 .Vanderheiden GC .Design for people with functional limitations .In : Salvendy G. editor .Handbook of Human Factors and Ergonomics .New York , NY : John Wiley & Sons ; 2006:1387 - 1417 .", "label": "", "metadata": {}, "score": "60.004665"}
{"text": "AuthenticationUsing Graphical Pass- words : Effects of Tolerance and Image Choice .In SOUPS , pages 1 - 12 , 2005 .[ 33 ] J.M. Wolfe .Guided Search 2.0 : A Revised Model of Visual Search .Psychonomic Bulletin and Review , 1(2):202 - 238,1994 .", "label": "", "metadata": {}, "score": "60.03492"}
{"text": "Compared to the SVM baseline system ( 3 ) , which is the baseline system suggested by the challenge committee , the proposed fusion system achieves 5.6 absolute improvement in unweighted accuracy for the age task and 4.2 for the gender task on the development set .", "label": "", "metadata": {}, "score": "60.13291"}
{"text": "Additionally , older adults may experience declines in cognitive abilities and eyesight that can make it more difficult to process complex information and locate information on complex interfaces [ 19 ] .Our sophisticated menu , with its six options , likely required more visual search and cognitive effort for information processing and may have contributed to the lower task performance of the elderly patients .", "label": "", "metadata": {}, "score": "60.175804"}
{"text": "User interface evaluation in the real world : a comparison of four techniques .In : Robertson S , Oslon GM , Oslon JS , editors .Human Factors in Computing Systems CHI'91 Conference Proceedings .New York , NY : ADM Press ; 1991 .", "label": "", "metadata": {}, "score": "60.266045"}
{"text": "The result of the heuristic evaluation was a combined list of violations with severity ratings .The violations were sorted by heuristic and ordered from most to least severe within each heuristic category .A total of 127 violations were identified with a mean severity of 3 ( range 0 - 4 ) .", "label": "", "metadata": {}, "score": "60.601643"}
{"text": "Most of these previous works cover either Web sites or health care provider technology , but our study focuses on the usability evaluation of a patient - centered interactive self - management system for older adults with chronic illnesses .We focus on this because we acknowledge the high prevalence of chronic diseases among the elderly [ 26 ] and the potential for using health IT to improve disease self - management and health outcomes of elderly patients [ 27 , 28 ] .", "label": "", "metadata": {}, "score": "60.795834"}
{"text": "Testing Stage .End - user testing was conducted in a community health service center by two trained RAs .Prior to the start of testing , one RA explained the study objective and research protocol to the participants .After the participants gave informed consent , the RA provided detailed information about the test procedures , described the purpose of the computer - based self - management system , and collected their basic demographical information .", "label": "", "metadata": {}, "score": "60.804676"}
{"text": "The design of our two uncertainty adaptations is based on a hypothesis in the literature that uncertainty is an \" opportunity to learn \" ; both adaptations use additional substantive content to respond to uncertain turns , but the two adaptations vary in the complexity of these responses .", "label": "", "metadata": {}, "score": "60.817444"}
{"text": "Additionally , both the heuristics evaluation and end users ' comments indicated that the abbreviations and some of the medical terminologies used in the interfaces ( eg , SpO 2 and BMI ) were unclear and too technical .The older adults in particular may not have the knowledge to understand the meanings of these terms .", "label": "", "metadata": {}, "score": "60.89804"}
{"text": "We present a data - to - speech system called D2S , which can be used for the creation of datato -speech systems in different languages and domains .The most important characteristic of a data - to - speech system is that it combines language and speech generation : language generation is used to produce a na ... \" .", "label": "", "metadata": {}, "score": "60.90528"}
{"text": "New York , NY : ACM ; 1996 Presented at : the Second Annual ACM Conference on Assistive Technologies ; April 11 - 12 , 1996 ; Vancouver , BC , Canada . [CrossRef ] .Holzinger A , Searle G , Kleinberger T , Seffah A , Javahery H. Investigating usability metrics for the design and development of applications for the elderly .", "label": "", "metadata": {}, "score": "60.9289"}
{"text": "Sanda Harabagiu .Incremental Topic Representations .In Proceedings of the 20th COLING Conference , Geneva , Switzerland .Marti Hearst .Multi - Paragraph Segmentation of Exposi- tory Text .In Proceedings of the 32nd Meeting of the Associ- ation for Computational Linguistics , pages 9 - 16 .", "label": "", "metadata": {}, "score": "61.055832"}
{"text": "3 - Major usability problem : important to fix , so should be given high priority .4 - Usability catastrophe : imperative to fix this before product can be released .In rating the problems , persistent issues with major impact on most users received the highest severity rating .", "label": "", "metadata": {}, "score": "61.08276"}
{"text": "Ideally the parameters of this dialogue model should be also optimised to maximise the expected cumulative reward .This article presents two novel reinforcement algorithms for learning the parameters of a dialogue model .First , the Natural Belief Critic algorithm is designed to optimise the model parameters while the policy is kept fixed .", "label": "", "metadata": {}, "score": "61.12477"}
{"text": "In this paper we discuss verification of lexicalized tree adjoining grammars ( LTAGs ) ( Joshi and Schabes , 1997 ) as one i ... \" .One approach to verification and validation of language processing systems includes the verification of system resources .", "label": "", "metadata": {}, "score": "61.38439"}
{"text": "In this paper we discuss verification of lexicalized tree adjoining grammars ( LTAGs ) ( Joshi and Schabes , 1997 ) as one i ... \" .One approach to verification and validation of language processing systems includes the verification of system resources .", "label": "", "metadata": {}, "score": "61.38439"}
{"text": "Evaluation Process .Three human factors researchers independently evaluated the conformity of the interface design to the 26 heuristics .They determined the conformity by responding \" yes \" or \" no \" to each heuristic .A comment section was also provided to collect their specific comments on the design issue associated with each heuristic .", "label": "", "metadata": {}, "score": "61.42421"}
{"text": "J Biomed Inform 2005 Feb;38(1):51 - 60 . [CrossRef ] [ Medline ] .Tang Z , Johnson TR , Tindall RD , Zhang J. Applying heuristic evaluation to improve the usability of a telemedicine system .Telemed J E Health 2006 Feb;12(1):24 - 34 . [", "label": "", "metadata": {}, "score": "61.42927"}
{"text": "We believed the number of evaluators in this study and their expertise level to be sufficient for this evaluation .Heuristics .Because the heuristics of Nielsen and those of Shneiderman and Plaisant were general human - computer interface design heuristics , our evaluation also included the principles reported by Czaja and Lee and by Demiris and colleagues who developed heuristics specifically for older adults and elderly patients .", "label": "", "metadata": {}, "score": "61.499863"}
{"text": "The proposed multiple feature hierarchical method for seven emotions , based on spectral and prosodic information , improves the performance over the standard classifiers and the fixed features .\u00a9 2010 Elsevier Ltd.All rights reserved .The automatic recognition of user 's communicative style within a spoken dialog system framework , including the affective aspects , has received increased attention in the past few years .", "label": "", "metadata": {}, "score": "61.503006"}
{"text": "The increasing amount of information available online has led to the development of technologies that help to deal with it .One of them is Interactive Question Answering ( IQA ) , a research field that has emerged at the intersection of question answering and dialogue systems , and which allows users to find the answers to questions in an interactive way .", "label": "", "metadata": {}, "score": "61.551567"}
{"text": "Top Down Control of Visual Attention in Object Detection .Journal of Vision , 3(9):253 - 256,2003 .[ 23 ] N. Ouerhani , R. von Wartburg , H. Hugli , and R. Muri .Empirical Validation of the Saliency - based Model of Visual Attention .", "label": "", "metadata": {}, "score": "61.619682"}
{"text": "The most important characteristic of a data - to - speech system is that it combines language and speech generation : language generation is used to produce a na ... \" .We present a data - to - speech system called D2S , which can be used for the creation of datato -speech systems in different languages and domains .", "label": "", "metadata": {}, "score": "61.64727"}
{"text": "They conducted two tasks in two websites containing directories of 10 pages : browsing by navigating ( idle browsing ) and searching by navigating ( with an specific target ) .Results suggest that there was not an agreement about accessibility scores although users believe that scores show the perceived accessibility level to an extent .", "label": "", "metadata": {}, "score": "61.736256"}
{"text": "[CrossRef ] .Olmsted - Hawala EL , Romano JC , Murphy ED .The use of paper - prototyping in a low - fidelity usability study .2009 Presented at : IEEE International Professional Communication Conference ; July 19 - 22 , 2009 ; Waikiki , HI p. 1 - 11 .", "label": "", "metadata": {}, "score": "61.817715"}
{"text": "This correlation was even higher with device - tailored metrics .This means that automatic conformance to guidelines entails higher usability levels even for non - contextual assessment although device - tailored assessment correlates stronger than non - tailored assessment .This goes against the common belief that tool conformance does entail usability .", "label": "", "metadata": {}, "score": "61.83241"}
{"text": "Attacks and Exploiting Hot - Spots in Graphical Pass- words .In USENIX Security , 2007 .Human - Seeded [ 28 ] P.C. van Oorschot and J. Thorpe .On Predictive Mod- els and User - Drawn Graphical Passwords .ACM TIS- SEC , 10(4):1 - 33,November 2007 .", "label": "", "metadata": {}, "score": "62.16661"}
{"text": "Hofstetter FT .Multimedia Literacy with Student CD - ROM .3rd edition .New York , NY : Irwin / McGraw - Hill ; 2000 . O'Grady LA .Consumer e - health education in HIV / AIDS : a pilot study of a web - based video workshop .", "label": "", "metadata": {}, "score": "62.1884"}
{"text": "The amount of time the participants had to complete the tasks was not limited , but they were instructed to try their best to perform the tasks .They were also asked to report to the research assistant ( RA ) if they were unable to complete the tasks .", "label": "", "metadata": {}, "score": "62.275494"}
{"text": "CrossRef ] [ Medline ] .Rubin J , Chisnell D , Spool JM .Handbook of Usability Testing : How to Plan , Design , and Conduct Effective Tests .Indianapolis , IN : Wiley Pub ; 2008 .Tan WS , Liu D , Bishu R. Web evaluation : Heuristic evaluation vs. user testing .", "label": "", "metadata": {}, "score": "62.456562"}
{"text": "JMIR Res Protoc 2012;1(2):e13 .doi:10.2196/resprot.2184 .Citation .KEYWORDS .Introduction .With the advent of advanced technology , a number of health information systems have been developed and employed to increase support for patient self - management of chronic disease .", "label": "", "metadata": {}, "score": "62.46707"}
{"text": "Minimize the user\\ 's memory load by making objects , actions , and options visible .The user should not have to remember information from one part of the dialogue to another .Instructions for use of the system should be visible or easily retrievable whenever appropriate .", "label": "", "metadata": {}, "score": "62.53145"}
{"text": "The task was to identify keywords from sentences reverberantly mixed into audio backgrounds binaurally recorded in a busy domestic environment .The challenge was designed to model the essential difficulties of the multisource environment problem while remaining on a scale that would make it accessible to a wide audience .", "label": "", "metadata": {}, "score": "62.58734"}
{"text": "In the navigation tasks , tasks 1 and 4 yielded a task incompletion rate of 0 % .A low incompletion rate ( 2 % , 1/50 ) was yielded in task 7 .However , task 10 had an incompletion rate of 44 % ( 22/50 ) .", "label": "", "metadata": {}, "score": "62.645016"}
{"text": "A working prototype system , for children aged 9 - 11 , is discussed and evaluated , as an exemplar of personal mobile systems for life - long learning . ... ile Learning Resource of the system and reports a small formative evaluation of it with children aged 10 and 11 . by Stamatina Anastopoulou , Mike Sharples , Michael Wright , Hazel Martin , Steve Benford , Charles Crook , Chris Greenhalgh - University of Wolverhampton , 2008 . \" ...", "label": "", "metadata": {}, "score": "62.73404"}
{"text": "These latter automated attacks are indepen- dent of focus - of - attention models , and are based on image- independent guessing patterns .Our results show that au- tomated attacks , which are easier to arrange than human- seeded attacks and are more scalable to systems that use multiple images , pose a significant threat .", "label": "", "metadata": {}, "score": "62.77326"}
{"text": "Here we give a brief overview fo- cused onclick - basedgraphicalpassword schemes and other work on modeling user choice in graphical passwords .Click - based graphical password schemes require a user to click on a set of points on one or more presented back- ground images .", "label": "", "metadata": {}, "score": "62.86564"}
{"text": "Recognizing Referential Links : An Information Extraction Perspective .In Workshop of Opera- tional Factors in Practical , Robust Anaphora Resolution for Unrestricted Texts , ( ACL-97/EACL-97 ) , pages 46 - 53 .Chin - Yew Lin and Eduard Hovy .", "label": "", "metadata": {}, "score": "62.92096"}
{"text": "The tool has been successfully employed in different clinical settings ( including emergency departments and outpatient clinics ) , for different conditions , including asthma [ 20 ] and influenza [ 21 ] , and across different populations ( including children , parents , and caregivers ) .", "label": "", "metadata": {}, "score": "62.933105"}
{"text": "Hypertext'07 , 95 - 104 .M. Vigo , B. Leporini and F. Paterno ( 2009 )Enriching Web Information Scent for Blind Users .ASSETS'09 , 123 - 130 .M. Vigo and G. Brajnik ( 2010 )Adaptive Web Accessibility Metrics .", "label": "", "metadata": {}, "score": "62.96771"}
{"text": "Metrics based on traditional guidelines grouping are ad - hoc solutions that can not be applied if the interaction context is to be considered .Strategy .WAQM ( Vigo et al . , 2007 ) is too tied to WCAG so we decided to adopt a more flexible approach .", "label": "", "metadata": {}, "score": "63.0067"}
{"text": "The objective of this case study was to describe the usability of the Patient Education and Motivation Tool ( PEMT ) through heuristic evaluation of the interface .We report the results of the usability evaluation , make changes based on the findings of the usability experts , and describe the benefits and limitations of applying usability evaluations to PEMT .", "label": "", "metadata": {}, "score": "63.01651"}
{"text": "We describe the method used to train the generation engine from a corpus of in - domain hum ... \" .Abstract .This paper describes the Mountain language generation system , which is designed as a domain - independent , machine translationbased approach to generate utterances for use within a spoken dialog system .", "label": "", "metadata": {}, "score": "63.02311"}
{"text": "We describe the method used to train the generation engine from a corpus of in - domain hum ... \" .Abstract .This paper describes the Mountain language generation system , which is designed as a domain - independent , machine translationbased approach to generate utterances for use within a spoken dialog system .", "label": "", "metadata": {}, "score": "63.02311"}
{"text": "We employed usability principles when designing the user interface [ 19 ] .Screening : PEMT allows users to enter information about their socio - demographics at their own pace , including age , gender , education , disease severity , and prior disease knowledge through a series of multiple - choice questions .", "label": "", "metadata": {}, "score": "63.06074"}
{"text": "We pursue heuristic - based strategies for purely auto- mated dictionary generation ( e.g. , based on click - order pat- terns ) , and strategies to prioritize these dictionaries using image processing methods to identify points that users are more likely to choose .", "label": "", "metadata": {}, "score": "63.23122"}
{"text": "J Med Internet Res 2009;11(4):e47 .doi:10.2196/jmir.1244 .Citation .KEYWORDS .Introduction .Computer technology has been widely used for education of both patients and health care professionals .Patient receptivity to computerized education is reported to be high across diverse medical settings and age groups .", "label": "", "metadata": {}, "score": "63.26113"}
{"text": "1Introduction Graphical passwords are an alternative to traditional text passwords , whereby a user must remember an image ( or parts of an image ) in place of a word .They are moti- vated in part by the well - known fact that people are bet- ter at remembering images than words [ 19].", "label": "", "metadata": {}, "score": "63.2759"}
{"text": "Earlier methods aggregated sound differences and clustered on the basis of aggregate differences .The determination of the significant features which co - vary with cluster membership was carried out on a post hoc basis .Bipartite spectral graph clustering simultaneously seeks groups of individual features which are strongly associated , even while seeking groups of sites which share subsets of these same features .", "label": "", "metadata": {}, "score": "63.44979"}
{"text": "Conflicts of Interest .References .Jimison H , Gorman P , Woods S , Nygren P , Walker M , Norris S , et al .Barriers and drivers of health information technology use for the elderly , chronically ill , and underserved .", "label": "", "metadata": {}, "score": "63.516064"}
{"text": "Since then , several successful attacks on cued recall based schemes exploiting popular click locations called hotspots have been shown [ 22 ] [ 19 ] [ 7 ] that call into question the security of these schemes .Therefore we think it is time to question the above conjecture and revisit recognition based schemes and explore the possibility to increase their password spaces .", "label": "", "metadata": {}, "score": "63.620213"}
{"text": "Usability evaluation and prototype fidelity : users and usability professionals .1998 Presented at : Human Factors and Ergonomics Society 42nd Annual Meeting ; October 5 - 9 , 1998 ; Chicago , IL p. 1331- 1335 .[CrossRef ] .", "label": "", "metadata": {}, "score": "63.81802"}
{"text": "When adapting to a speaker , we can select a variable number of coefficients to estimate depending on the amount of adaptation data available , and assign a zero value to the remaining coefficients .We obtain improved performance when the amount of adaptation data is limited , while retaining the same asymptotic performance as conventional CMLLR .", "label": "", "metadata": {}, "score": "63.87381"}
{"text": "Experiments with FERRET have shown that , in addition to being rapidly adopted by users as valid suggestions , the incorporation of QUABs into Q / A can greatly improve the overall accuracy of an interactive Q / A dialogue .References S. Dudani .", "label": "", "metadata": {}, "score": "63.91078"}
{"text": "An experimental evaluation shows that the proposed system can make more relevant responses compared with the conventional \" bag - of - words \" scheme .We present and evaluate various methods for purely au- tomated attacks against click - based graphical passwords .", "label": "", "metadata": {}, "score": "63.929016"}
{"text": "CrossRef ] .Virzi RA , Sokolov JL , Karis D. Usability problem identification using both low- and high - fidelity prototypes .1996 Presented at : the SIGCHI Conference on Human Factors in Computing Systems ; April 13 - 18 , 1996 ; Vancouver , BC , Canada p. 236", "label": "", "metadata": {}, "score": "63.938454"}
{"text": "Our purely automated methods combine click - order heuris- tics with focus - of - attention scan - paths generated from a computational model of visual attention .These latter automated attacks are indepen- dent of focus - of - attention models , and are based on image- independent guessing patterns .", "label": "", "metadata": {}, "score": "63.938866"}
{"text": "The PEMT user interface was more consistent with Nielsen 's usability heuristics after the expert - recommended changes were completed .In our study , we examined the value of heuristic evaluation for improving the usability of PEMT by uncovering heuristic violations in the interface design in a quick , efficient , and cost - effective manner .", "label": "", "metadata": {}, "score": "64.04076"}
{"text": "User interactions with the Adobe Flash layer - including responses to questions and navigational interactions - are captured by the .Net layer and recorded in a relational structure , linked with timestamps and a unique session identifier in the MS SQL Server database .", "label": "", "metadata": {}, "score": "64.17136"}
{"text": "[Medline ] .Good A , Stokes S , Jerrams - Smith J. Elderly , novice users and health information web sites : issues of accessibility and usability .J Healthc Inf Manag 2007;21(3):72 - 79 .[Medline ] .", "label": "", "metadata": {}, "score": "64.430565"}
{"text": "J Gen Intern Med 2006 Feb;21(2):105 - 110 .[CrossRef ] [ Medline ] .Goldberg LR , Piette JD , Walsh MN , Frank TA , Jaski BE , Smith AL , WHARF Investigators .Randomized trial of a daily electronic home monitoring system in patients with advanced heart failure : the Weight Monitoring in Heart Failure ( WHARF ) trial .", "label": "", "metadata": {}, "score": "64.564735"}
{"text": "Following the practice trials , the participants were asked to perform the experimental tasks .They were told to vocalize whatever they saw , did , and felt when performing the tasks .The participants did not go through the information search and simple cognitive tasks if they failed to complete the associated preceding navigation tasks .", "label": "", "metadata": {}, "score": "64.693565"}
{"text": "The proposed VAD is compared with the ASR transcripts provided by NIST , VAD in the ETSI - AMR Option 2 coder , satistical - model ( SM ) based VAD , and Gaussian mixture model ( GMM ) based VAD .", "label": "", "metadata": {}, "score": "64.81969"}
{"text": "FERRET uses this large set of topic- relevant question - and - answer pairs to improve the interaction with the user by suggesting new ques- tions .Users then choose how to con- tinue the interaction by either ( 1 ) ignoring the sug- gestions made by the system and proposing a differ- ent question , or by ( 2 ) selecting one of the proposed questions and examining its answer .", "label": "", "metadata": {}, "score": "64.929825"}
{"text": "[ 24 ] Passlogix .accessed Feb. 2 , 2007 .Computer Vision .Prentice Hall PTR , 2001 .[26 ] Xiaoyuan Suo , Ying Zhu , and G. Scott Owen . Graph- ical Passwords : A Survey .In ACSAC , 2005 .", "label": "", "metadata": {}, "score": "64.95589"}
{"text": "The vector space modeling approach to LRE is adopted , where a spoken utterance is first decoded into a sequence of attributes independently of its language .Then , a feature vector is generated by using co - occurrence statistics of manner or place units , and the final LRE decision is implemented with a vector space language classifier .", "label": "", "metadata": {}, "score": "64.973465"}
{"text": "Behavior is thus sometimes perceived as inappropriate because there is no awareness of the cultural gap .Thus , we think cultural background should also influence the communication behavior of virtual agents .Behavioral differences are sometimes easy to recognize by humans but still hard to describe formally , to enable integration into a system that automatically generates culture - specific behavior .", "label": "", "metadata": {}, "score": "65.175026"}
{"text": "Abstract : The convergence of mobile communications and handheld computers offers the opportunity to develop technology that will assist individuals and groups to learn anytime , anywhere .We describe the theory - informed design , implementation and evaluation of a handheld learning device .", "label": "", "metadata": {}, "score": "65.22391"}
{"text": "Abstract : The convergence of mobile communications and handheld computers offers the opportunity to develop technology that will assist individuals and groups to learn anytime , anywhere .We describe the theory - informed design , implementation and evaluation of a handheld learning device .", "label": "", "metadata": {}, "score": "65.22391"}
{"text": "Medline ] .Yen PY , Gorman P. Usability testing of digital pen and paper system in nursing documentation .AMIA Annu Symp Proc 2005:844 - 848 .[Medline ] .Aguero - Torres H , Hilleras PK , Winblad B. Disability in activities of daily living among the elderly .", "label": "", "metadata": {}, "score": "65.26515"}
{"text": "We evaluated acceptance of PEMT in the emergency department and the pediatric ambulatory clinic using an attitudinal survey .Overall , the results of this study suggested high acceptance of PEMT [ 21 ] .One major weakness in our assessment of heuristic evaluation as a method is that we have no baseline against which to measure our results .", "label": "", "metadata": {}, "score": "65.40116"}
{"text": "Information technology and older adults .In : Sears A , Jacko J. editors .The Human - Computer Interaction Handbook : Fundamentals , Evolving Technologies and Emerging Applications .New York , NY : Lawrence Erlbaum and Associates ; 2007:777 - 792 .", "label": "", "metadata": {}, "score": "65.410385"}
{"text": "Accelerators - unseen by the novice user - may often speed up the interaction for the expert user such that the system can cater to both inexperienced and experienced users .Allow users to tailor frequent actions .Aesthetic and minimalist design .", "label": "", "metadata": {}, "score": "65.657555"}
{"text": "Recent trends in chronic disease , impairment and disability among older adults in the United States .BMC Geriatr 2011 Aug;11(47 ) [ FREE Full text ] [ CrossRef ] [ Medline ] .Jackson CL , Bolen S , Brancati FL , Batts - Turner ML , Gary TL .", "label": "", "metadata": {}, "score": "65.66406"}
{"text": "One significant problem is that design methodssgrounded in an analysis of everyday activity are not appropriate for developing radically newsor disrup ... . \" ...This report , using intemet as a medium , aims at looking into the difficulties faced by the user , and develop a ' Mobile Hotel Booking System ' for the user on the move , accessing Intemet through a Handheld device ... \" .", "label": "", "metadata": {}, "score": "65.89398"}
{"text": "Second , the Natural Actor and Belief Critic algorithm jointly optimises both the model and the policy parameters .The algorithms are evaluated on a statistical dialogue system modelled as a Partially Observable Markov Decision Process in a tourist information domain .", "label": "", "metadata": {}, "score": "65.94948"}
{"text": "Using predicate - argument structures for in- formation extraction .In ACL , pages 8 - 15 .Roman Yangarber , Ralph Grishman , Pasi Tapanainen , and Silja Huttunen .Automatic Acquisition of Domain Knowl- edge for Information Extraction .In Proceedings of the 18th", "label": "", "metadata": {}, "score": "65.95998"}
{"text": "The system should always keep users informed about what is going on , through appropriate feedback within reasonable time .Match between system and real world .The system should speak the users\\ ' language , with words , phrases , and concepts familiar to the user , rather than system - oriented terms .", "label": "", "metadata": {}, "score": "66.02037"}
{"text": "Roman Yangarber .Counter - Training in Discovery of Semantic Patterns .In Proceedings of the 41th Meeting of the Association for Computational Linguistics , pages 343 - 350 .Data provided are for informational purposes only .Although carefully collected , accuracy can not be guaranteed .", "label": "", "metadata": {}, "score": "66.210205"}
{"text": "An experimental evaluation in this proposed method showed 79.00 % for precision , 87.80 % for recall and 81.50 % for F1 .Keywords - sentence transformation , predicate argument structure , Indonesian medical sentence , QA - pairs .\" These questions include , for example , a request to evaluate the naturalness of the system in general , but the objectivity of such a method is debatable .", "label": "", "metadata": {}, "score": "66.2509"}
{"text": "Int J Med Inform 2009 May;78(5):340 - 353 .[CrossRef ] [ Medline ] .Snyder C. Paper Prototyping : The Fast and Easy Way to Design and Refine User Interfaces .San Francisco , CA : Morgan Kaufmann ; 2003 .", "label": "", "metadata": {}, "score": "66.79547"}
{"text": "An initial evaluation study with several sighted users and one partially sighted user showed that an introduction message is certainly preferred by most participants .Many of them used an introduction message themselves when they described maps textually .But the study also showed that the introduction message made no difference when the participants were asked to draw maps using the information in the textual descriptions . ...", "label": "", "metadata": {}, "score": "66.83447"}
{"text": "An initial evaluation study with several sighted users and one partially sighted user showed that an introduction message is certainly preferred by most participants .Many of them used an introduction message themselves when they described maps textually .But the study also showed that the introduction message made no difference when the participants were asked to draw maps using the information in the textual descriptions . ...", "label": "", "metadata": {}, "score": "66.83447"}
{"text": "Atkinson HH , Cesari M , Kritchevsky SB , Penninx BW , Fried LP , Guralnik JM , et al .Predictors of combined cognitive and physical decline .J Am Geriatr Soc 2005 Jul;53(7):1197 - 1202 .[CrossRef ] [ Medline ] .", "label": "", "metadata": {}, "score": "66.85003"}
{"text": "Various studies have shown that PassPoints has acceptable usability [ 30 , 32 , 31 , 5].visKey , a commercial system for the Pocket PC , appears similar but allows the user to choose the num- ber of click - points and set the error tolerance .", "label": "", "metadata": {}, "score": "66.87862"}
{"text": "Index Terms - authority , modeling , socio - cognitive , roles . ...[19].Adopting a multi - agent concept , modeling can be performed according to three paradigms : agentoriented , emergent or organizational approaches .Agent oriented approaches concentrate on the individual ... .", "label": "", "metadata": {}, "score": "67.227104"}
{"text": "For example , half of the 28 participants were unable to complete task 11 ( 50 % incompletion rate ) .Task Completion Time .Among all of the navigation tasks , tasks 1 , 4 , and 7 , which required the participants to access the measurement modules , yielded the shortest task completion times .", "label": "", "metadata": {}, "score": "67.40967"}
{"text": "Demiris G , Finkelstein SM , Speedie SM .Considerations for the design of a Web - based clinical monitoring and educational system for elderly patients .J Am Med Inform Assoc 2001;8(5):468 - 472 [ FREE Full text ] [ Medline ] .", "label": "", "metadata": {}, "score": "67.46384"}
{"text": "\" [ Show abstract ] [ Hide abstract ] ABSTRACT : We present a novel scheme of spoken dialogue systems which uses the up - to - date information on the web .The scheme is based on information extraction which is defined by the predicate - argument ( P - A ) structure and realized by semantic parsing .", "label": "", "metadata": {}, "score": "67.48837"}
{"text": "[Medline ] .Joshi A , Lichenstein R , King J , Arora M , Khan S. Evaluation of a Computer - Based Patient Education and Motivation Tool on Knowledge , Attitudes , and Practice Towards Influenza Vaccination .IEJHE 2009;12:1 - 15 .", "label": "", "metadata": {}, "score": "67.69374"}
{"text": "Urol Nurs 2006;26(5):349 - 352 , 370 .[Medline ] .Shneiderman B. Designing the User Interface : Strategies for Effective Human - Computer Interaction .Reading , MA : Addison - Wesley ; 1998 .Joshi A , Lichenstein R , Rafei K , Bakar A , Arora M. A pilot study to evaluate self initiated computer patient education in children with acute asthma in pediatric emergency department .", "label": "", "metadata": {}, "score": "67.697586"}
{"text": "User control and freedom .Users often choose system functions by mistake and will need a clearly marked \" emergency exit \" to leave the unwanted state without having to go through an extended dialogue .Support undo and redo .Consistency and standards .", "label": "", "metadata": {}, "score": "67.82437"}
{"text": "On the rate of gain of information .Q J Exp Psychol 1952;4(1):11 - 26 . [CrossRef ] .Hyman R. Stimulus information as a determinant of reaction time .J Exp Psychol 1953 Mar;45(3):188 - 196 .[Medline ] .", "label": "", "metadata": {}, "score": "67.864426"}
{"text": "This intermediate scores consist of failure - rates or absolute number of accessibility problems .LSP is formulated as follows : . + ( W i E i ) p(d ) + .+ ( W n E n ) p(d ) )", "label": "", "metadata": {}, "score": "68.00154"}
{"text": "The participants were corrected and were asked to try again when they made an error .Frequency of help ( n help ) was defined as the total number of times that all participants needed help on the task .The questionnaire was developed based on previous usability and technology acceptance studies [ 43 , 44 ] .", "label": "", "metadata": {}, "score": "68.027"}
{"text": "CrossRef ] .Yen PY , Bakken S. Review of health information technology usability study methodologies .J Am Med Inform Assoc 2012;19(3):413 - 422 [ FREE Full text ] [ CrossRef ] [ Medline ] .Chaudhry B , Wang J , Wu S , Maglione M , Mojica W , Roth E , et al .", "label": "", "metadata": {}, "score": "68.069916"}
{"text": "The majority of previous studies on vocal expression have been conducted on posed expressions .In contrast , we utilized a large corpus of authentic affective speech recorded from real - life voice controlled telephone services .Listeners rated a selection of 200 utterances from this corpus with regard to level of perceived irritation , resignation , neutrality , and emotion intensity .", "label": "", "metadata": {}, "score": "68.38551"}
{"text": "Medline ] [ CrossRef ] .Nielsen J. Heuristic evaluation .In : Nielsen J , Mack RL , editors .Usability Inspection Methods .New York , NY : John Wiley & Sons ; 1994 .Lathan CE , Sebrechts MM , Newman DJ , Doarn CR .", "label": "", "metadata": {}, "score": "68.525024"}
{"text": "This model appears to give better results than a conventional model , and the extra structure offers many new opportunities for modeling innovations while maintaining compatibility with most standard techniques .\u00a9 2010 Elsevier Ltd.All rights reserved .In this article , we describe and interpret a set of acoustic and linguistic features that characterise emotional / emotion - related user states - confined to the one database processed : four classes in a German corpus of children interacting with a pet robot .", "label": "", "metadata": {}, "score": "68.71097"}
{"text": "Zhang J , Johnson TR , Patel VL , Paige DL , Kubose T. Using usability heuristics to evaluate patient safety of medical devices .J Biomed Inform 2003;36(1 - 2):23 - 30 .[Medline ] [ CrossRef ] .Russell SS .", "label": "", "metadata": {}, "score": "68.843475"}
{"text": "Nurs Res 2006;55(2 Suppl):S37-S42 .[Medline ] .Nielsen J. Usability Engineering .San Francisco , CA : Morgan Kaufmann ; 1993 .Gosbee J. Human factors engineering and patient safety .Qual Saf Health Care 2002 Dec;11(4):352 - 354 [ FREE Full text ] [ Medline ] .", "label": "", "metadata": {}, "score": "68.92027"}
{"text": "Bottom - up visual atten- tion captures how attention is drawn to the parts of a scene or image that are salient or conspicuous .It is what natu- rally draws us to look at the unexpected or different parts of a scene , prioritizingthem from the other consistent parts .", "label": "", "metadata": {}, "score": "68.96625"}
{"text": "One of the usability experts was a registered nurse with 15 years of clinical and HCI experience and had conducted numerous heuristic evaluation studies ( KP ) .One of the other experts had 12 years of professional experience in usability design and heuristic evaluation ( LV ) , and the third expert was a PhD student in HCI with experience in doing heuristic evaluations for several studies ( LD ) .", "label": "", "metadata": {}, "score": "69.07901"}
{"text": "In this paper we describe content determination issues involved in the Atlas.txt project , which aims to automatically describe georeferenced information such as census data as text for the visually - impaired ( VI ) .Texts communicating geo - referenced census information contain census data abstractions ... \" .", "label": "", "metadata": {}, "score": "69.21407"}
{"text": "In this paper we describe content determination issues involved in the Atlas.txt project , which aims to automatically describe georeferenced information such as census data as text for the visually - impaired ( VI ) .Texts communicating geo - referenced census information contain census data abstractions ... \" .", "label": "", "metadata": {}, "score": "69.21407"}
{"text": "CrossRef ] [ Medline ] .McDaniel AM , Hutchison S , Casper GR , Ford RT , Stratton R , Rembusch M. Usability testing and outcomes of an interactive computer program to promote smoking cessation in low income women .Proc AMIA Symp 2002:509 - 513 [ FREE Full text ] [ Medline ] .", "label": "", "metadata": {}, "score": "69.222244"}
{"text": "At low SNRs , frame - based imputation techniques fail because many time frames contain few , if any , reliable features .In previous work , we introduced an exemplar - based method , dubbed sparse imputation , which can impute missing features using reliable features from neighbouring frames .", "label": "", "metadata": {}, "score": "69.287285"}
{"text": "We are currently conducting multiple studies to evaluate the usability of PEMT by combining heuristic evaluation and user testing for other patient education programs .Conflicts of Interest .References .Diefenbach MA , Butz BP .A multimedia interactive education system for prostate cancer patients : development and preliminary evaluation .", "label": "", "metadata": {}, "score": "69.51579"}
{"text": "Their sensitivity to various factors affecting the estimation quality , as well as their robustness to noise are studied .In a second experiment , their ability to label voice quality ( tensed , modal , soft ) is studied on a large corpus of real connected speech .", "label": "", "metadata": {}, "score": "69.55002"}
{"text": "We further hypothesize that users will choose click- points based on their preference for certain points in the image , and thattheir preferenceforcertainpointswill bein- fluenced by how much they are naturally attracted to those points .Attention is the cognitive process of selectively fo- cusingononeaspect ofthe environmentwhileignoringoth- ers , a mechanism that helps us prioritize sensory informa- tion .", "label": "", "metadata": {}, "score": "69.570496"}
{"text": "Comput Biol Med 2002 May;32(3):141 - 149 .[Medline ] .Karsh BT .Beyond usability : designing effective technology implementation systems to promote patient safety .Qual Saf Health Care 2004 Oct;13(5):388 - 394 [ FREE Full text ] [ CrossRef ] [ Medline ] .", "label": "", "metadata": {}, "score": "69.61779"}
{"text": "PEMT allows users to toggle the audio on or off based on their preferences .The tool provides users with the opportunity and flexibility to navigate modules relevant to their condition by allowing them to move forward and backward at their own pace .", "label": "", "metadata": {}, "score": "69.65648"}
{"text": "The qual- ity of the dialog between the user and FERRET de- pends on the quality of the topic representations and the coverage of the QUABs .3The Center for Non - Proliferation Studies at the Monterrey Institute of International Studies distributes collections of print and online documents on weapons of mass destruction .", "label": "", "metadata": {}, "score": "70.00561"}
{"text": "Gen- erated off - line from topic representations of complex scenarios , predictive ques- tions represent requests for information that capture the most salient ( and diverse ) aspects of a topic .We present experimen- tal results from large user studies ( featur- ing a fully - implemented interactive Q / A system named FERRET ) that demonstrates that surprising performance is achieved by integrating predictive questions into the context of a Q / A dialogue .", "label": "", "metadata": {}, "score": "70.05949"}
{"text": "With noisy speech recorded in realistic noise conditions , sparse imputation performs slightly worse than our baseline imputation technique in the cleanest conditions , but substantially better in the noisier conditions .\u00a9 2010 Elsevier Ltd.All rights reserved .Since 2008 , interview - style speech has become an important part of the NIST speaker recognition evaluations ( SREs ) .", "label": "", "metadata": {}, "score": "70.25646"}
{"text": "Materials and Methods .Self - management System Paper Prototype .Our research team has been working on the development of a computer - based , interactive , touchscreen self - management system designed for patient use in their homes .The system allows patients to assess , record , and track their vital signs , including weight , blood pressure , blood glucose level , temperature , and oxygen saturation ( SpO 2 ) .", "label": "", "metadata": {}, "score": "70.31964"}
{"text": "Overall , 93 errors ( highest occurrence among all tasks ) were made by 45/50 participants in the \" access the history data page \" task .The task that required the participants to select ( by \" pressing \" ) the \" before breakfast \" test time for measuring their blood glucose levels yielded the second highest number of errors ( 39 errors made by 19/50 participants ) .", "label": "", "metadata": {}, "score": "70.32086"}
{"text": "New York , NY : ACM Press ; 1990 Presented at : CHI Conference on Human Factors in Computing ; April 01 - 05 , 1990 ; Seattle , WA p. 249- 256 .[CrossRef ] .Jaspers MW .", "label": "", "metadata": {}, "score": "70.37033"}
{"text": "Previous graphical password schemes based on recognition of images do not have a sufficiently large password space suited for most Internet applications .In this paper , we propose two novel graphical password methods based on recognition of icons to solve the hotspot problem without decreasing the password space .", "label": "", "metadata": {}, "score": "70.375824"}
{"text": "Medline ] .Abbreviations .Edited by G Eysenbach ; submitted 25.05.12 ; peer - reviewed by R Holden , A Roundtree ; comments to author 19.06.12 ; revised version received 18.07.12 ; accepted 23.08.12 ; published 08.11.12 .Copyright .", "label": "", "metadata": {}, "score": "70.66595"}
{"text": "Top - down visual attention is task - dependent , based on cognitive , volitional control .With a priori knowledge about what object(s ) to look for , our attention is brought to the parts of the scene containing those object(s ) .", "label": "", "metadata": {}, "score": "71.032104"}
{"text": "\u00a9 2010 Published by Elsevier Ltd. .This paper presents a description and evaluation of SpeechRaterSM , a system for automated scoring of non - native speakers ' spoken English proficiency , based on tasks which elicit spontaneous monologues on particular topics .", "label": "", "metadata": {}, "score": "71.18663"}
{"text": "Telemed J 1999;5(2):177 - 185 .[Medline ] [ CrossRef ] .Kushniruk AW , Patel VL .Cognitive and usability engineering methods for the evaluation of clinical information systems .J Biomed Inform 2004 Feb;37(1):56 - 76 .[Medline ] [ CrossRef ] .", "label": "", "metadata": {}, "score": "71.31857"}
{"text": "The intended users of the system are older adults with common chronic illnesses , such as diabetes , hypertension , and heart disease .The creation of the system interfaces was guided by a set of human factors design principles [ 4 , 39 - 41 ] .", "label": "", "metadata": {}, "score": "71.36473"}
{"text": "Audio interview data were transcribed and the content was analyzed .Practice task data were excluded from the data analysis .Use proper visual display ( eg , concrete symbols that should look like the object they represent and be distinguishable from others ; large buttons that increase the area that can be selected with the pointer ) .", "label": "", "metadata": {}, "score": "71.72627"}
{"text": "Our model of culture - related differences in Small Talk behavior is based on findings described in the literature as well as on a video corpus that was recorded in Germany and Japan .In a validation study , we provide initial evidence that our simulation of culture - specific Small Talk with virtual agents is perceived differently by human observers .", "label": "", "metadata": {}, "score": "71.9004"}
{"text": "In V - go , by PassLogix [ 24 ] , users must click on predefined objects in the picture in a specific sequence .In the Jansen et al .[16 ] variation for PDAs , users click an ordered sequence of visible grid squares imposed on a background image ; the squares are intended to help the user repeat their click - points in subse- quent logins .", "label": "", "metadata": {}, "score": "72.32901"}
{"text": "Abstract - The development of future ATM requires methods to model functional and organizational principles of experienceand operator - based scenarios in a multi - agent context .A sociocognitive representation is proposed to support preliminary analytical evaluations of system - wide impacts of technologi ... \" .", "label": "", "metadata": {}, "score": "72.42575"}
{"text": "SpeechRater 's current level of accuracy and construct representation have been deemed sufficient for low - stakes practice exercises , and it has been used in a practice exam for the TOEFL since late 2006 .In such a practice environment , it offers a number of advantages compared to human raters , including system load management , and the facilitation of immediate feedback to students .", "label": "", "metadata": {}, "score": "72.571495"}
{"text": "Aggregate scores are presented in Ta- ble 7 .Egypt Approach % of Top 5 Responses Rel .to User Q Approach 140.01 % 0.295 Approach 236.00 % 0.243 Approach 3 44.62%0.271 Approach 468.05%0.510 Table 7 : Quality of QUABs acquired automatically Russia % of Top 5 Responses Rel .", "label": "", "metadata": {}, "score": "72.773964"}
{"text": "The first was general usability problems related to insufficient interface design , including unfamiliar terminology , confusing and inconsistent button design , lack of informative feedback for user actions , and a lack of online support and instruction .The second type was age - related usability problems that were more problematic for older adult patients due in part to small text and buttons , inappropriate use of serif font and gradient color , low contrast between information and background , and too much information on the interface .", "label": "", "metadata": {}, "score": "72.82975"}
{"text": "Ann Intern Med 2006 May;144(10):742 - 752 .[Medline ] .Jamal A , McKenzie K , Clark M. The impact of health information technology on the quality of medical and health care : a systematic review .HIM J 2009;38(3):26 - 37 .", "label": "", "metadata": {}, "score": "72.9132"}
{"text": "The size of the fonts ( all the Chinese characters ) were set at 18 points in the original design .Moreover , the sizes of the icons and symbols were too small .These findings suggest that the fonts , icons , and symbols should be larger for the elderly population .", "label": "", "metadata": {}, "score": "72.988075"}
{"text": "Among the 11 experimental tasks , tasks 2 , 3 , and 6 , which required the participants to indicate a vital sign value and determine whether it was normal , had the shortest completion times .Task 9 ( indicate the BMI and determine its normality ) , task 11 ( read the history data chart and find the diastolic pressure value ) , and task 8 ( indicate the weight value ) yielded longer completion times .", "label": "", "metadata": {}, "score": "73.04527"}
{"text": "Besides , experiments have been systematically performed either on synthetic speech or on sustained vowels .In this study we compare three of the main representative state - of - the - art methods of glottal flow estimation : closed - phase inverse filtering , iterative and adaptive inverse filtering , and mixed - phase decomposition .", "label": "", "metadata": {}, "score": "73.05578"}
{"text": "Publisher conditions are provided by RoMEO .Differing provisions from the publisher 's actual policy or licence agreement may be applicable .\"Statistical measures here were introduced for automatically selecting a number of useful domain - dependent P - A templates , resulting in a completely unsupervised learning of the information structure given a corpus .", "label": "", "metadata": {}, "score": "73.07047"}
{"text": "Let 's assume that for the \" provide alternative text to pictures \" technique , an evaluation tool defines two test cases .In order to satisfy the checkpoint both test cases have to be successful thus we apply the strong conjunction for simultaneity , obtaining : .", "label": "", "metadata": {}, "score": "73.27055"}
{"text": "Techniques based on the mixed - phase decomposition and on a closed - phase inverse filtering process turn out to give the best results on both clean synthetic and real speech signals .On the other hand , iterative and adaptive inverse filtering is recommended in noisy environments for its high robustness .", "label": "", "metadata": {}, "score": "73.68041"}
{"text": "To do this , they needed to search for and \" press \" the button associated with the module .In the information search and simple cognitive tasks , the participants were required to visually search for the measurement values ( eg , blood glucose level ) and to determine whether the values were normal based on the general \" normal value range \" presented on the interface .", "label": "", "metadata": {}, "score": "73.73361"}
{"text": "[Medline ] [ CrossRef ] .Tang Z , Johnson TR , Tindall RD , Zhang J. Applying heuristic evaluation to improve the usability of a telemedicine system .Telemed J E Health 2006 Feb;12(1):24 - 34 .[Medline ] [ CrossRef ] .", "label": "", "metadata": {}, "score": "73.86233"}
{"text": "The F 2SVM is compared in a thorough analysis to standard crisp approaches and shows promising results , while outperforming for example standard support vector machines with the sole difference being that the F 2SVM approach receives fuzzy label information during training .", "label": "", "metadata": {}, "score": "74.68605"}
{"text": "Usability Test Methodology and Design .A number of research methodology and design issues are worth discussing because these provide important implications for health information technology usability research .Moreover , paper prototypes are less costly and can be created quickly .", "label": "", "metadata": {}, "score": "74.94736"}
{"text": "CrossRef ] .Mikkonen M , Vayrynen S , Ikonen V , Heikkila MO .User and concept studies as tools in developing mobile communication services for the elderly .Personal and Ubiquitous Computing 2002;6:113 - 124 . [CrossRef ] .", "label": "", "metadata": {}, "score": "75.18895"}
{"text": "Children with asthma and their parents used the asthma education program in the ED .The results showed significant improvement in their knowledge and found PEMT to be highly acceptable [ 20 ] .The results of the study showed high acceptance of PEMT , and users found PEMT easy to use with no difficulties in navigating from one screen to another [ 21 ] .", "label": "", "metadata": {}, "score": "75.49787"}
{"text": "The experiments indicate that model parameters estimated to maximise the expected reward function provide improved performance compared to the baseline handcrafted parameters .\u00a9 2011 Elsevier Ltd.All rights reserved .In this study we use bipartite spectral graph partitioning to simultaneously cluster varieties and identify their most distinctive linguistic features in Dutch dialect data .", "label": "", "metadata": {}, "score": "75.61568"}
{"text": "\u00a9 2013 Elsevier Ltd. .We propose a novel universal acoustic characterization approach to spoken language recognition ( LRE ) .The key idea is to describe any spoken language with a common set of fundamental units that can be defined \" universally \" across all spoken languages .", "label": "", "metadata": {}, "score": "76.10414"}
{"text": "In general the acoustic correlates of irritation , resignation , and emotion intensity were similar to previous findings obtained with posed expressions , though the effect sizes were smaller for the authentic expressions .Third , automatic classification ( using LDA classifiers both with and without speaker adaptation ) of irritation , resignation , and neutral performed at a level comparable to human performance , though human listeners and machines did not necessarily classify individual utterances similarly .", "label": "", "metadata": {}, "score": "76.609314"}
{"text": "Net for program logic and data flow control , and Microsoft SQL Server 2005 for data storage .Educational content elements - including text , images , thumbnails , animations , and audio - and accessibility features - including textual descriptors and closed captions - are organized using multiple XML files .", "label": "", "metadata": {}, "score": "76.97548"}
{"text": "\u00a9 2010 Elsevier Ltd.All rights reserved .Abstract : Constrained Maximum Likelihood Linear Regression ( CMLLR ) is a speaker adaptation method for speech recognition that can be realized as a feature - space transformation .In its original form it does not work well when the amount of speech available for adaptation is less than about 5 s , because of the difficulty of robustly estimating the parameters of the transformation matrix .", "label": "", "metadata": {}, "score": "77.36006"}
{"text": "\u00a9 Journal Citation Reports 2015 , Published by Thomson Reuters .Most Cited Computer Speech and Language Articles .We describe a new approach to speech recognition , in which all Hidden Markov Model ( HMM ) states share the same Gaussian Mixture Model ( GMM ) structure with the same number of Gaussians in each state .", "label": "", "metadata": {}, "score": "77.5556"}
{"text": "We thank Priscilla Chan , social service manager of the United Christian Nethersole Community Health Service , and Professor Agnes Tiwari , Head of the School of Nursing at The University of Hong Kong , for their help in the project .", "label": "", "metadata": {}, "score": "77.99667"}
{"text": "Texts communicating geo - referenced census information contain census data abstractions and their corresponding geographic references .Because visually impaired users find interpreting geographic references hard , we hypothesized that an introduction message about the underlying geography should help the users to interpret the geographic references easily .", "label": "", "metadata": {}, "score": "78.146996"}
{"text": "Texts communicating geo - referenced census information contain census data abstractions and their corresponding geographic references .Because visually impaired users find interpreting geographic references hard , we hypothesized that an introduction message about the underlying geography should help the users to interpret the geographic references easily .", "label": "", "metadata": {}, "score": "78.146996"}
{"text": "\u00a9 2010 Elsevier Ltd.All rights reserved .Abstract : Source - tract decomposition ( or glottal flow estimation ) is one of the basic problems of speech processing .For this , several techniques have been proposed in the literature .", "label": "", "metadata": {}, "score": "78.15335"}
{"text": "2009].Bicakci et al .[2009 ] conducted a lab study where PassPoints was used as the master password for a web - based password manager and concluded that it was more usable than an alphanumeric master password .", "label": "", "metadata": {}, "score": "78.32251"}
{"text": "When simultaneity in satisfying the requirements is necessary , conjunction is applied ; vice versa , if the objective is to penalize the main component only if one of the subcomponents fails , disjunction is applied .Normally , intermediate values are preferred as extreme cases do not apply .", "label": "", "metadata": {}, "score": "79.03597"}
{"text": "In this work , we investigate whether the exemplar - based approach can be generalised to a large vocabulary task .Experiments on artificially corrupted speech show that sparse imputation substantially outperforms a conventional imputation technique when the ideal ' oracle ' reliability of features is used .", "label": "", "metadata": {}, "score": "79.21277"}
{"text": "As far as accessing devices are concerned , Mobile Web Best Practices aim at guiding developers to build Web interfaces that provide a satisfactory user experience in mobile devices .Since mobile devices differ in their physical features , software support or interaction modalities , a common denominator device , namely Default Delivery Context , is proposed by the Mobile Web Initiative .", "label": "", "metadata": {}, "score": "79.949234"}
{"text": "Despite different methods having been proposed for distinct types of text , the research community has concentrated less on developing methods for languages other than English .\u00a9 2013 Elsevier Ltd. .In recent years , the use of Multi - Layer Perceptron ( MLP ) derived acoustic features has become increasingly popular in automatic speech recognition systems .", "label": "", "metadata": {}, "score": "80.13576"}
{"text": "We thereby show that that NLG problems can be approached statistically , in combination with dialogue management decisions , and we show how to jointly optimise NLG and DM using Reinforcement Learning .\u00a9 2010 Elsevier Ltd.All rights reserved .Sentiment analysis is the natural language processing task dealing with sentiment detection and classification from texts .", "label": "", "metadata": {}, "score": "80.19449"}
{"text": "\u00a9 2012 Elsevier Ltd.All rights reserved .The recognition of the emotional state of speakers is a multi - disciplinary research area that has received great interest over the last years .One of the most important goals is to improve the voice - based human - machine interactions .", "label": "", "metadata": {}, "score": "80.248856"}
{"text": "Methods .Heuristic evaluation is better if several people conduct the evaluation independent of each other [ 6 ] .Jacob Nielsen 's heuristics are probably the most used usability heuristics for user interface design [ 6 ] .The evaluation is structured in terms of recognized usability principles .", "label": "", "metadata": {}, "score": "80.30742"}
{"text": "For the image with a reasonable level of detail , their method guessed 8 % of passwords with a dictionary of 232entries compared to full space of 240entries .User choice has been successfully modeled for other graphical password schemes .user choice forFaces and Story recognition - basedgraphical passwords by training a dictionary using a large password database .", "label": "", "metadata": {}, "score": "80.526375"}
{"text": "\" [ Show abstract ] [ Hide abstract ] ABSTRACT : We present a novel scheme of sentence transformation for Indonesian medical question generation ( ImeQG ) system by utilizing effectively documents for information navigation .Through the ImeQG proposed method , we conducted a general procedure of dependency analysis for extract verbs and relevant phrases to generate natural sentences by applying transformation rules .", "label": "", "metadata": {}, "score": "81.05743"}
{"text": "( Q2 )Where did Egypt inherit its fi rst stockpiles of chemical weapons ?( Q3 )Is there evidence that Egypt has dismantled its stockpiles of weapons ?( Q4 ) Where are Egypt 's weapons stockpiles located ?( Q5 )", "label": "", "metadata": {}, "score": "81.1756"}
{"text": "Edited by G Eysenbach ; submitted 06.04.09 ; peer - reviewed by M Mackert , H Witteman ; comments to author 28.04.09 ; revised version received 17.09.09 ; accepted 09.10.09 ; published 06.11.09 .Copyright .\u00a9 Ashish Joshi , Mohit Arora , Liwei Dai , Kathleen Price , Lisa Vizer , Andrew Sears .", "label": "", "metadata": {}, "score": "81.65464"}
{"text": "\u00a9 2011 Elsevier Ltd.All rights reserved .\u00a9 2012 Elsevier Ltd.Research on noise robust speech recognition has mainly focused on dealing with relatively stationary noise that may differ from the noise conditions in most living environments .In this paper , we introduce a recognition system that can recognize speech in the presence of multiple rapidly time - varying noise sources as found in a typical family living room .", "label": "", "metadata": {}, "score": "82.34921"}
{"text": "All rights reserved .This paper presents a novel approach to Sentiment Polarity Classification in Twitter posts , by extracting a vector of weighted nodes from the graph of WordNet .These weights are used in SentiWordNet to compute a final estimation of the polarity .", "label": "", "metadata": {}, "score": "83.16913"}
{"text": "Gen- 1Introduction In this paper , we propose a new architecture for interactive question - answering based on predictive questioning .We present experimental results from a currently - implemented interactive Q / A system , named FERRET , that demonstrates that surprising performance is achieved by integrating sources of topic information into the context of a Q / A dialogue .", "label": "", "metadata": {}, "score": "83.327934"}
{"text": "\u00a9 2009 Elsevier Ltd. .\u00a9 2012 Elsevier Ltd.Distant microphone speech recognition systems that operate with human - like robustness remain a distant goal .The key difficulty is that operating in everyday listening conditions entails processing a speech signal that is reverberantly mixed into a noise background composed of multiple competing sound sources .", "label": "", "metadata": {}, "score": "83.74717"}
{"text": "The frequency with which the problem occurs : Is it common or rare ?The impact of the problem if it occurs : Will it be easy or difficult for the users to overcome ?The persistence of the problem : Is it a one - time problem that users can overcome once they know about it , or will users repeatedly be bothered by the problem ?", "label": "", "metadata": {}, "score": "84.8219"}
{"text": "All utterances were further automatically analyzed regarding a comprehensive set of acoustic measures related to F0 , intensity , formants , voice source , and temporal characteristics of speech .Results first showed that several significant acoustic differences were found between utterances classified as neutral and utterances classified as irritated or resigned using a within - persons design .", "label": "", "metadata": {}, "score": "85.15115"}
{"text": "Journal Metrics .SCImago Journal Rank ( SJR ) : 2014 : 0.848 SJR is a prestige metric based on the idea that not all citations are the same .SJR uses a similar algorithm as the Google page rank ; it provides a quantitative and a qualitative measure of the journal 's impact .", "label": "", "metadata": {}, "score": "85.987076"}
{"text": "\" [ Show abstract ] [ Hide abstract ] ABSTRACT : Starting around 1999 , a great many graphical password schemes have been proposed as alterna - tives to text - based password authentication .We provide a comprehensive overview of published research in the area , covering both usability and security aspects , as well as system evaluation .", "label": "", "metadata": {}, "score": "86.39445"}
{"text": "The system is available as a local or Web - based application .PEMT Hardware and Software .PEMT is implemented in an n - tier architecture , using Adobe Flash CS3 for the presentation layer , XML for content management , Microsoft .", "label": "", "metadata": {}, "score": "87.125404"}
{"text": "\u00a9 2010 Elsevier Ltd.All rights reserved .An effective way to increase noise robustness in automatic speech recognition is to label the noisy speech features as either reliable or unreliable ( ' missing ' ) , and replace ( ' impute ' ) the missing ones by clean speech estimates .", "label": "", "metadata": {}, "score": "89.26667"}
{"text": "Although carefully collected , accuracy can not be guaranteed .The impact factor represents a rough estimation of the journal 's impact factor and does not reflect the actual current impact factor .Publisher conditions are provided by RoMEO .Differing provisions from the publisher 's actual policy or licence agreement may be applicable .", "label": "", "metadata": {}, "score": "89.94506"}
{"text": "\u00a9 2012 Elsevier Ltd.All rights reserved .There are several factors that influence communicative behavior , such as gender , personality or culture .As virtual agents interact in a more and more human - like manner , their behavior should be dependent on social factors as well .", "label": "", "metadata": {}, "score": "92.77553"}
{"text": "We find similar results for overlapping and for non - overlapping speech .\u00a9 2010 Elsevier Ltd.All rights reserved .We describe the design and evaluation of two different dynamic student uncertainty adaptations in wizarded versions of a spoken dialogue tutoring system .", "label": "", "metadata": {}, "score": "93.379654"}
{"text": "All rights reserved .The dynamic use of voice qualities in spoken language can reveal useful information on a speakers attitude , mood and affective states .This information may be very desirable for a range of , both input and output , speech technology applications .", "label": "", "metadata": {}, "score": "95.00054"}
{"text": "Markel Vigo .University of Manchester , markel.vigo@manchester.ac.uk .Problem Addressed .The availability of resources such as guidelines , evaluation tools and even methods on web accessibility evaluation seems not to be enough to provide people with disabilities with accessible Web content .", "label": "", "metadata": {}, "score": "96.35095"}
{"text": "( Q1 )What weapons are included in Egypt 's stockpiles ?( A1 )The Israelis point to comments made by former President Anwar Sadat , who in 1970 stated that Egypt has biological weapons stored in refrigerators ready to use against Israel if need be .", "label": "", "metadata": {}, "score": "96.55405"}
{"text": "\u00a9 2012 Elsevier Ltd.All rights reserved .As interactive voice response systems become more prevalent and provide increasingly more complex functionality , it becomes clear that the challenges facing such systems are not solely in their synthesis and recognition capabilities .", "label": "", "metadata": {}, "score": "106.38083"}
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{"value": 5532031, "isPrime": true},
{"value": 5532049, "isPrime": true},
{"value": 5532053, "isPrime": true},
{"value": 5532067, "isPrime": true},
{"value": 5532071, "isPrime": true},
{"value": 5532083, "isPrime": true},
{"value": 5532091, "isPrime": true},
{"value": 5532103, "isPrime": true},
{"value": 5532113, "isPrime": true},
{"value": 5532143, "isPrime": true},
{"value": 5532161, "isPrime": true},
{"value": 5532169, "isPrime": true},
{"value": 5532179, "isPrime": true},
{"value": 5532181, "isPrime": true},
{"value": 5532223, "isPrime": true},
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"body": "This would be useful, but two things (and this appies also to the general `groupby` case):\n- this already works when having a Series. In this case:\n \n ```\n df['weight'].resample('A', how={'mymax': 'max', 'mymean': 'mean'})\n ```\n- for the dataframe case, I think this conflicts with the ability to apply different functions to different columns\n \n ```\n In [52]: df['col2'] = np.arange(len(df))\n In [53]: df.resample('A', how={'weight': 'max', 'col2':'mean'})\n Out[53]:\n col2 weight\n 2000-12-31 5.5 1.118113\n 2001-12-31 17.5 1.842229\n 2002-12-31 29.5 2.345190\n 2003-12-31 41.5 1.914983\n 2004-12-31 53.5 2.338382\n 2005-12-31 65.5 2.324127\n 2006-12-31 77.5 2.142181\n 2007-12-31 89.5 0.986439\n 2008-12-31 97.5 1.576487\n ```\n"
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"body": "@jreback I think this can be closed? As `resample` follows now the groupby pattern, and there such usage of dictionaries is (clearly or not clearly :-)) defined."
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"body": "sure, I think this is covered."
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{"session": "Comisi\u00f3n Sexta Senado", "text": "Eso en\nmateria de calidad. Y en materia de educaci\u00f3n superior vemos como se incrementa\ntambi\u00e9n la participaci\u00f3n, de un 21% del total del presupuesto en el a\u00f1o 2011 a un\n27% del total del presupuesto de inversi\u00f3n para el a\u00f1o 2013.\nConcentr\u00e1ndonos, entonces, espec\u00edficamente en el tema de calidad educativa, el\npresupuesto proyectado para el a\u00f1o 2013 tanto en b\u00e1sica y media como en\neducaci\u00f3n superior asciende a 203.000 millones de pesos. Lo que significa un\ncrecimiento frente al a\u00f1o 2012 del 0.4%.\nMiremos qu\u00e9 sucede en educaci\u00f3n a nivel preescolar, b\u00e1sica y media, y uno tiene\nque mirar tambi\u00e9n en perspectiva el crecimiento de la cifra. En el a\u00f1o 2011 el\npresupuesto para mejorar la calidad en nuestras escuelas y colegios era de 34.000\nmillones de pesos, logramos entonces, que en el a\u00f1o 2012 ese presupuesto se\nincrementara a 160.000 millones de pesos, es que pas\u00f3 de 34.000 a 160.000\nmillones, cinco veces m\u00e1s del a\u00f1o 2011 al 2012, esta es mi informaci\u00f3n oficial. Si\nusted me excusa se\u00f1or Representante, esta es la informaci\u00f3n oficial que yo envi\u00e9 a\nconsideraci\u00f3n del Congreso de la Rep\u00fablica, donde se expresa y se muestra como ha\nsido el comportamiento presupuestal para los distintos niveles educativos.\nPresidente (H.R. John Jairo Rold\u00e1n Avenda\u00f1o, Vicepresidente de la Comisi\u00f3n\nSexta): Representante Didier Tavera, le sugiero que tome atenta nota de lo que no\nsatisfacen las respuestas en el contenido de la exposici\u00f3n de la, Ministra,\ninmediatamente ella termine, tiene el uso de la palabra Representante. Bien pueda,\ncontin\u00fae se\u00f1ora, Ministra.", "external_id": "#dra-mar\u00eda-fernanda-campo-saavedra", "party": null, "presidents": [], "title": "Representante", "time": "2012-09-25T09:34:20-05:00", "transcript": "4140-acta-67-comision-sexta", "order": 26, "name": "Dra. Mar\u00eda Fernanda Campo Saavedra"} |
{"text": "The application of active learning to tasks requiring such complex outputs has not been well studied , the exceptions being Hwa ( 2001 ) , Soderland ( 1999 ) , and Thompson et al .( 1999 ) .The latter two include work on active learning applied to information extraction , and Thompson et al .", "label": "", "metadata": {}, "score": "25.099232"}
{"text": "The above papers contain a number of theoretiical models , especially the Blum & Mitchell 1998 paper , and the Abney paper .Following are more recent theoretical models for how and when unlabeled data can improve learning .These papers provide PAC - style bounds on co - training and related learning settings that go beyond those provided in the original co - training paper .", "label": "", "metadata": {}, "score": "26.08534"}
{"text": "Collins and Singer ( 1999 ) proposed a version of Co - Training that is biased towards learning hypotheses that predict the same label on most of the unlabeled examples .They introduce an explicit objective function that measures the compatibility of the learned hypotheses and use a boosting algorithm to optimize this objective function .", "label": "", "metadata": {}, "score": "29.609411"}
{"text": "In order to cope with this problem , Goldman and Zhou ( 2000 ) advocate the use of multiple biases instead of multiple views .The authors introduce an algorithm similar to Co - Training , which bootstraps from each other hypotheses learned by two different base learners ; this approach relies on the assumption that the base learners generate hypotheses that partition the instance space into equivalence classes .", "label": "", "metadata": {}, "score": "30.343931"}
{"text": "Active learning with committees for text categorization .In The 14th National Conference on Artificial Intelligence ( AAAI-97 ) , pp .591 - 596 .Lindenbaum , M. , Markovitch , S. , & Rusakov , D. ( 2004 ) .", "label": "", "metadata": {}, "score": "31.04131"}
{"text": "Improving generalization with active learning .Machine Learning , 15 , 201 - 221 .Cohn , D. , Ghahramani , Z. , & Jordan , M. ( 1996 ) .Active learning with statistical models .In Advances in Neural Information Processing Systems , Vol . 9 , pp .", "label": "", "metadata": {}, "score": "31.153103"}
{"text": "278 - 292 ) .Cohn , D. A. , Ghahramani , A. , & Jordan , M. I. ( 1996 ) .Active learning with statistical models .Journal of Artificial Intelligence Research , 4 ( 1 ) , 129 - 145 .", "label": "", "metadata": {}, "score": "31.393204"}
{"text": "Co- EM can be seen as the closest implementation of the theoretical framework proposed by Blum and Mitchell ( 1998 ) .209Muslea , Minton , & Knoblock - Ghani ( 2002 ) uses Error - Correcting Output Codes to allow Co - Training and Co - EM to scale up to problems with a large number of classes . -", "label": "", "metadata": {}, "score": "33.89257"}
{"text": "Analyzing the effectiveness and applicability of co - training .In Proceedings of Information and Knowledge Management , pp .86 - 93 .Pierce , D. , & Cardie , C. ( 2001 ) .Limitations of co - training for natural language learning from large datasets .", "label": "", "metadata": {}, "score": "34.25077"}
{"text": "Related work .Blum and Mitchell [ 4 ] introduced the co - training algorithm for improving the sample classification performance when there are few labeled samples and many unlabeled samples .The co - training algorithm assumes that there are two independent sets of features available , such that each feature set is good enough to train a good classifier .", "label": "", "metadata": {}, "score": "34.452644"}
{"text": "They focus on a neural network approach to active learning in a version - space of concepts .For example , Liere and Tadepalli ( 1997 ) apply active learning with committees to the problem of text categorization .They show improvements with active learning similar to those that we obtain , but use a committee of Winnow - based learners on a traditional classification task .", "label": "", "metadata": {}, "score": "34.58796"}
{"text": "First , we introduce the concepts and notation , followed by a comprehensive survey of the literature on active and multi - view learning .Then we formally introduce the Co - Testing family of algorithms and we present our empirical evaluation on a variety of real - world domains .", "label": "", "metadata": {}, "score": "34.816483"}
{"text": "Machine Learning , 245 - 295 .Thompson , C. , Califf , M. E. , & Mooney , R. ( 1999 ) .Active learning for natural language parsing and information extraction .In Proceedings of the 16th International Conference on Machine Learning ( ICML-99 ) , pp .", "label": "", "metadata": {}, "score": "34.9649"}
{"text": "Note that both approaches above use the strong and weak views for passive , rather than active learning .That is , given a fixed set of labeled and no unlabeled examples , these algorithms learn one weak and one strong hypothesis that are then used to craft a domainspecific predictor that outperforms each individual hypothesis .", "label": "", "metadata": {}, "score": "35.12319"}
{"text": "In Proceedings of the 26th ACM Symposium on the Theory of Computing , pp .253 - 262 .Blum , A. , & Mitchell , T. ( 1998 ) .Combining labeled and unlabeled data with co - training .In Proceedings of the 1988 Conference on Computational Learning Theory , pp .", "label": "", "metadata": {}, "score": "35.134495"}
{"text": "42 - 53 .Jones , R. , Ghani , R. , Mitchell , T. , & Riloff , E. ( 2003 ) .Active learning for information extraction with multiple view feature sets .In Proceedings of the ECML-2004 Workshop on Adaptive Text Extraction and Mining ( ATEM-2003 ) .", "label": "", "metadata": {}, "score": "35.19893"}
{"text": "In a demonstration of their technique aimed at web page classification , the addition of unlabeled samples decreased classification error relative to classification using only labeled data .In a subsequent study , Nigam and Ghani [ 5 ] further examined the performance of the co - training algorithm and specifically its sensitivity to the independence of the feature sets .", "label": "", "metadata": {}, "score": "35.270496"}
{"text": "In contrast to Queryby - Bagging , which has a poor performance on courses and wrapper induction , Co - Testing obtains the highest accuracy among the considered algorithms .Co- Testing 's success is due to its ability to discover the mistakes made in each view .", "label": "", "metadata": {}, "score": "35.363388"}
{"text": "This is the most obvious solution for 2-view learning tasks in which the base learner can not ( reliably ) estimate the confidence of its predictions .However , in practice , one also encounters views in which one can accurately learn only a concept that is strictly more general or more specific than the concept of interest ( Muslea , Minton , & Knoblock , 2003 ) .", "label": "", "metadata": {}, "score": "35.707237"}
{"text": "This approach has several advantages : - it converges quickly to the target concept because it is based on the idea of learning from mistakes ( remember that each contention point is guaranteed to represent a mistake in at least one of the views ) .", "label": "", "metadata": {}, "score": "36.156395"}
{"text": "Journal of Machine Learning Research , 2 , 45 - 66 .Valiant , L. ( 1984 ) .A theory of the learnable .Communications of the ACM , 27 ( 11 ) , 1134- 1142 .Watkin , T. , & Rau , A. ( 1992 ) .", "label": "", "metadata": {}, "score": "36.162125"}
{"text": "In section 5.2.2 we describe a Co - Testing algorithm that exploits strong and weak views for wrapper induction domains ( Muslea et al . , 2003 ; Muslea , Minton , & Knoblock , 2001 ) .4.3 Co - Testing vs. Related Approaches As we already mentioned in section 3.3 , existing multi - view approaches are typically semisupervised learners that bootstrap the views from each other .", "label": "", "metadata": {}, "score": "36.19016"}
{"text": "Unfortunately , this paper introduces just a theoretical definition for the weak dependence of the views , without providing an intuitive explanation of its practical consequences .Researchers proposed two main types of extensions to the original Co - Training algorithm : modifications of the actual algorithm and changes aiming to extend its practical applicability .", "label": "", "metadata": {}, "score": "36.233963"}
{"text": "This approach is motivated by the observation that the quality of the bootstrapped data is crucial for Co - Training 's convergence .-Co - Boost ( Collins & Singer , 1999 ) and Greedy Agreement ( Abney , 2002 ) are Co - Training algorithms that explicitly aim to minimize the number of contention points .", "label": "", "metadata": {}, "score": "36.57241"}
{"text": ": they are determinist learners that are noise sensitive , provide no confidence in their predictions , and make no mistakes on the training set .In contrast , Co - Testing applies naturally to both wrapper induction ( Muslea et al . , 2000 , 2003 ) and information extraction from free text ( Jones et al . , 2003 ) .", "label": "", "metadata": {}, "score": "36.77903"}
{"text": "It is also demonstrated that both of these online classifiers perform much better than a standard Na\u00efve Bayes method .The theoretical and implementation computational complexity of these two classifiers are very low , and they are very easily adaptively updated .", "label": "", "metadata": {}, "score": "36.96991"}
{"text": "As mentioned in section 3.3 , such algorithms bootstrap the views from each other by training each view on the examples labeled with high - confidence by the other view .For ad and tf , we could not use multi - view , semi - supervised learning because the base learners ib and mc4 do not provide a ( reliable ) estimate of the confidence in their predictions .", "label": "", "metadata": {}, "score": "36.982197"}
{"text": "Previously , this topic was largely ignored , though the idea clearly shows up in applications such as word sense disambiguation ( Yarowsky , 1995 ) and speech recognition ( de Sa & Ballard , 1998 ) .Blum and Mitchell proved that two independent , compatible views can be used to pac - learn ( Valiant , 1984 ) a concept based on few labeled and many unlabeled examples .", "label": "", "metadata": {}, "score": "37.03264"}
{"text": "289 - 296 ) .Harpale , S. , & Yang , Y. ( 2008 ) .Personalized active learning for collaborative filtering .In Proceedings of the 31st annual international ACM SIGIR conference on research and development in information retrieval ( pp .", "label": "", "metadata": {}, "score": "37.05639"}
{"text": "In The 19th International Conference on Machine Learning ( ICML-2002 ) , pp .443 - 450 .Muslea , I. , Minton , S. , & Knoblock , C. ( 2003 ) .Active learning with strong and weak views : a case study on wrapper induction .", "label": "", "metadata": {}, "score": "37.119972"}
{"text": "Fedorov , V. V. ( 1972 ) .Theory of optimal experiment .Academic Press .Finn , A. , & Kushmerick , N. ( 2003 ) .Active learning selection strategies for information extraction .In Proceedings of the ECML-2004 Workshop on Adaptive Text Extraction and Mining ( ATEM-2003 ) .", "label": "", "metadata": {}, "score": "37.362064"}
{"text": "Yu , K. , Bi , J. , & Tresp , V. ( 2006 ) .Active learning via transductive experimental design .In Proceedings of the 23rd international conference on machine learning ( pp .1081 - 1088 ) .About this Article .", "label": "", "metadata": {}, "score": "37.43477"}
{"text": "Training Invariant Support .Machine Learning , 46 , pp.161 - 90 .[ Kearns & Vazirani , 1994 ] Kearns , M. & Vazirani , U. , 1994 .An Introduction to Computational Learning Theory .MIT Press .[ Mahoney & Mooney , 1992 ] Mahoney , J.J. & Mooney , R.J. , 1992 .", "label": "", "metadata": {}, "score": "37.527924"}
{"text": "First , we introduce Co - Testing , which is the first approach to multi - view active learning .Second , we extend the multi - view learning framework by also exploiting weak views , which are adequate only for learning a concept that is more general / specific than the target concept .", "label": "", "metadata": {}, "score": "37.752644"}
{"text": "Compared with previous work , Co - Testing is unique in several ways : 1 .In contrast , Co - Testing is the first algorithm that exploits multiple views for active learning purposes .Furthermore , Co - Testing allows the simultaneous use of strong and weak views without additional data engineering costs .", "label": "", "metadata": {}, "score": "37.969162"}
{"text": "In Proceedings of the 1988 Conference on Computational Learning Theory ( COLT-72 ) , pp .287 - 294 .Shapiro , E. ( 1981 ) .A general incremental algorithm that infers theories from facts .In Proceedings of the 7th International Joint Conference on Artificial Intelligence , pp .", "label": "", "metadata": {}, "score": "38.13422"}
{"text": "Scheffer , T. , Decomain , C. , & Wrobel , S. ( 2001 ) .Active hidden Markov models for information extraction .In Proceedings of the 4th international conference on advances in intelligent data analysis , IDA ' 01 ( pp .", "label": "", "metadata": {}, "score": "38.260834"}
{"text": "Active learning with local models .Neural Processing Letters , 7 , 107 - 117 .Hsu , C.-N. , & Dung , M.-T. Generating finite - state transducers for semi - structured data extraction from the web .Journal of Information Systems , 23(8 ) , 521 - 538 .", "label": "", "metadata": {}, "score": "38.47287"}
{"text": "Learning from queries and examples with tree - structured bias .In Proceedings of the 10th International Conference on Machine Learning ( ICML-93 ) , pp .322 - 329 .Tadepalli , P. , & Russell , S. ( 1998 ) .", "label": "", "metadata": {}, "score": "38.626858"}
{"text": "Roy , N. , & McCallum , A. ( 2001 ) .Toward optimal active learning through sampling estimation of error reduction .In Proceedings of the 18thInternational Conference on Machine Learning ( ICML-2001 ) , pp .441 - 448 .", "label": "", "metadata": {}, "score": "38.702934"}
{"text": "Learning with unreliable boundary queries .Journal of Computer and System Sciences , 56 ( 2 ) , 209 - 222 .228 Active Learning with Multiple Views Blum , A. , Furst , M. , Jackson , J. , Kearns , M. , Mansour , Y. , & Rudich , S. ( 1994 ) .", "label": "", "metadata": {}, "score": "38.901768"}
{"text": "We have also introduced and evaluated a Co - Testing algorithm that simultaneously exploits both strong and weak views .Our empirical results show that Co - Testing is a powerful approach to active learning .In all these scenarios , Co - Testing clearly outperforms the single - view , state of the art active learning algorithms .", "label": "", "metadata": {}, "score": "39.030426"}
{"text": "Gervasio , M. T. , Moffitt , M. D. , & Pollack , M. E. ( 2005 ) .Active preference learning for personalized calender scheduling assistance .In Proceedings of the 10th international conference on intelligent user interfaces ( pp .", "label": "", "metadata": {}, "score": "39.154755"}
{"text": "Such a content - based view is a weak view because it often represents a concept more general than the target one .In this weak view , we use as base learner a version of DataPro ( Lerman , Minton , & Knoblock , 2003 ) that is described elsewhere ( Muslea et al . , 2003 ) . \" and \" AlphaNum .", "label": "", "metadata": {}, "score": "39.23419"}
{"text": "Learning multiple tasks with kernel methods .Journal of Machine Learning Research , 6 , 615 - 637 .MathSciNet MATH .Fedorov , V. V. ( 1972 ) .Theory of optimal experiments .New York : Academic Press .Ford , I. , & Silvey , S. D. ( 1980 ) .", "label": "", "metadata": {}, "score": "39.254494"}
{"text": "Angluin , D. , & Slonim , D. ( 1991 ) .Randomly fallible teachers : learning monotone DNF with an incomplete membership oracle .Machine Learning , 14 ( 1 ) , 7 - 26 .Argamon - Engelson , S. , & Dagan , I. ( 1999 ) .", "label": "", "metadata": {}, "score": "39.29403"}
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{"text": "Also note that Co - Testing can be combined with virtually any of the existing single - view active learners : among the contention points , Co - Testing can select the next query based on any of the heuristics discussed in section 3.2 . - single - view active learners are typically designed for a particular ( class of ) base learner(s ) .", "label": "", "metadata": {}, "score": "39.32531"}
{"text": "Lexical acquisition via constraint solving In Papers from the 1995 AAAI Symposium on the Representation and Acquisition of Lexical Knowledge : Polysemy , Ambiguity , and Generativity , 118 - 122 Stanford , CA .Riloff , E. Jones , R. 1999 .", "label": "", "metadata": {}, "score": "39.439186"}
{"text": "John , G. H. ( 1995 ) .Robust decision trees : removing outliers from databases .In Knowledge discovery and data mining ( pp .174 - 179 ) .Knorr , E. M. , & Ng , R. T. ( 1999 ) .", "label": "", "metadata": {}, "score": "39.513588"}
{"text": "Machine Learning , 54 ( 2 ) , 125 - 152 .Marcu , D. , Carlson , L. , & Watanabe , M. ( 2000 ) .The automatic translation of discourse structures .In Proceedings of the 1stAnnual Meeting of the North American Chapter of the Association for Computational Linguistics ( NAACL-2000 ) , pp .", "label": "", "metadata": {}, "score": "39.548767"}
{"text": "As with the above approaches , independent models are developed for each dataset .They show that minimizing the disagreement in predictions between these models leads to improved accuracy , and introduced a co - updating technique for iteratively improving prediction concordance .", "label": "", "metadata": {}, "score": "39.623962"}
{"text": "Wolpert , D. H. ( 1996 ) .The lack of a priori distinctions between learning algorithms .Neural Computation , 8 ( 7 ) , 1341 - 1390 .CrossRef .Zadrozny , B. , & Elkan , C. ( 2001 ) .", "label": "", "metadata": {}, "score": "39.749836"}
{"text": "Intuitively , Dasgupta et al .( 2001 ) show that the ratio of contention points to unlabeled examples is an upper - bound on the error rate of the classifiers learned in the two views .Abney ( 2002 ) extends the work of Dasgupta et al . by relaxing the view independence assumption .", "label": "", "metadata": {}, "score": "39.7923"}
{"text": "Zhou , Y. , & Goldman , S. ( 2004 ) .Democratic co - learning .In Proceedings of the International Conference on Tools with Artificial Intelligence , pp .594 - 602 .With respect to additional active learning techniques , Cohn et al .", "label": "", "metadata": {}, "score": "39.896828"}
{"text": "Improved models are iteratively generated using a genetic algorithm feature selection technique .Our results show that the addition of unannotated data into training , significantly improves classifier robustness .Background .The introduction of DNA microarray technology in 1995 [ 1 ] has likely resulted in a huge volume of as yet undiscovered and potentially medically useful knowledge within gene expression profiles .", "label": "", "metadata": {}, "score": "40.274647"}
{"text": "Intuitively , stalker creates a forward or a 2 .A recent paper ( Brefeld & Scheffer , 2004 ) shows that - for text classification - svm is more appropriate than Naive Bayes as base learner for Co - EM , though not necessarily for Co - Training .", "label": "", "metadata": {}, "score": "40.50687"}
{"text": "A unique two - term scoring function was derived to independently score the labeled and unlabeled data models .An overall score is computed as a weighted average of the two terms as shown below .We defined the labeled data model score as the standard leave - one - out - cross - validation accuracy for the labeled training samples .", "label": "", "metadata": {}, "score": "40.584595"}
{"text": "Text on websites can judge the relevance of link classifiers , hence the term \" co - training \" .Mitchell claims that other search algorithms are 86 % accurate , whereas co - training is 96 % accurate .[ 6 ] .", "label": "", "metadata": {}, "score": "40.70453"}
{"text": "Active learning for logistic regression : an evaluation .Machine Learning , 68 ( 3 ) , 235 - 265 .CrossRef .Seeger , M. W. ( 2008 ) .Bayesian inference and optimal design for the sparse linear model .", "label": "", "metadata": {}, "score": "40.892715"}
{"text": "Shapiro , E. ( 1982 ) .Algorithmic program diagnosis .In Proceedings of the 9th ACM Symposium on Principles of Programming Languages , pp .299 - 308 .Sloan , R. , & Turan , G. ( 1994 ) .", "label": "", "metadata": {}, "score": "40.973717"}
{"text": "Learning concepts by asking questions .In Carbonell , R. S. M. , Carbonell , J. , & 2 ) , T. M. M. V. ( Eds . ) , Machine Learning : An Artificial Intelligence Approach , pp .167 - 192 .", "label": "", "metadata": {}, "score": "40.99083"}
{"text": "In the early 1980s , the machine learning community started recognizing the advantages of inductive systems that are capable of querying their instructors .For example , in order to detect errors in Prolog programs , the Algorithmic Debugging System ( Shapiro , 1981 , 1982 ) was allowed to ask the user several types of queries .", "label": "", "metadata": {}, "score": "41.02926"}
{"text": "The Co- Testing approach to active learning has both advantages and disadvantages .On one hand , Co - Testing can not be applied to problems that do not have at least two views .On the other hand , for any multi - view problem , Co - Testing can be used with the best base learner for that particular task .", "label": "", "metadata": {}, "score": "41.234818"}
{"text": "Query learning using boosting and bagging .In Proceedings of the 15th International Conference on Machine Learning ( ICML-98 ) , pp . 1 - 10 .Abney , S. ( 2002 ) .Bootstrapping .In Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics , pp .", "label": "", "metadata": {}, "score": "41.274025"}
{"text": "In general , committee - based sampling tends to be associated with the version space reduction approach .However , for base learners such as support vector machines , one can use a single hypothesis to make queries that remove ( approximately ) half of the version space ( Tong & Koller , 2001 ) .", "label": "", "metadata": {}, "score": "41.30634"}
{"text": "As the two experimental setups are not identical ( i.e. , crossvalidation vs. random splits ) this is just an informal comparison ; however , it puts our results into perspective by contrasting Co - Testing with another state of the art approach to wrapper induction .", "label": "", "metadata": {}, "score": "41.35182"}
{"text": "The second , more sophisticated approach to selective sampling , expected - error minimization , is based on the statistically optimal solution to the active learning problem .In this scenario , the intuition is to query the unlabeled example that minimizes the error rate of the ( future ) classifier on the test set .", "label": "", "metadata": {}, "score": "41.388477"}
{"text": "Consequently , researchers proposed methods to estimate the error reduction for various types of base learners .The heuristic approach to expected - error minimization can be summarized as follows .First , one chooses a loss function ( Roy & McCallum , 2001 ) that is used to estimate the future error rate .", "label": "", "metadata": {}, "score": "41.404446"}
{"text": "However , there is no general method to include domain knowledge into all inductive learning algorithms as all hybrid methods are highly specialized for a particular algorithm .We present an algorithm that will take domain knowledge in the form of propositional rules , generate artificial examples from the rules and also remove instances likely to be flawed .", "label": "", "metadata": {}, "score": "41.435123"}
{"text": "By asking the user to label such a contention point , Co - Testing is guaranteed to provide useful information for the view that made the mistake .In this paper we make several contributions .First , we introduce Co - Testing , a family of active learners for multi - view learning tasks .", "label": "", "metadata": {}, "score": "41.45984"}
{"text": "Kanninen , B. ( 2002 ) .Optimal design for multinomial choice experiments .Journal of Marketing Research , 39 , 307 - 317 .CrossRef .Lewi , J. , Butera , R. , & Paninski , L. ( 2009 ) .", "label": "", "metadata": {}, "score": "41.55257"}
{"text": "The goal of this paper is to better understand the data used in machine learning problems by identifying and analyzing the instances that are frequently misclassified by learning algorithms that have shown utility to date and are commonly used in practice .", "label": "", "metadata": {}, "score": "41.57444"}
{"text": "[5 ] .Co- training has been used to classify web pages using the text on the page as one view and the anchor text of hyperlinks on other pages that point to the page as the other view .", "label": "", "metadata": {}, "score": "41.690067"}
{"text": "Brefeld , U. , & Scheffer , T. ( 2004 ) .Co- EM support vector learning .In Proceedings of the 21stInternational Conference on Machine Learning ( ICML-2004 ) , pp .121 - 128 .Breiman , L. ( 1996 ) .", "label": "", "metadata": {}, "score": "41.849228"}
{"text": "Journal of Artificial Intelligence Research , 11 , 335 - 360 .Baum , E. ( 1991 ) .Neural net algorithms that learn in polynomial time from examples and queries .IEEE Transactions on Neural Networks , 2 , 5 - 19 .", "label": "", "metadata": {}, "score": "41.88617"}
{"text": "An alternative is discussed by Finn and Kushmerick ( 2003 ) , who explore a variety of ie - specific heuristics that can be used for active learning purposes and analyze the trade - offs related to using these heuristics .- for wrapper induction , where the goal is to extract data from Web pages that share the same underlying structure , there are no reported results for applying ( singleview ) active learning .", "label": "", "metadata": {}, "score": "41.901863"}
{"text": "Liere R , Tadepalli P ( 1998 )Active learning with committees in text categorization : preliminary results in comparing winnow and perceptron .In : Learning for text categorization , technical report WS-98 - 05 .AAAI Press , Menlo Park .", "label": "", "metadata": {}, "score": "42.019516"}
{"text": "415 - 420 .Nahm , U.-Y. , & Mooney , R. ( 2000 ) .A mutually beneficial integration of data mining and information extraction .In The 17th National Conference on Artificial Intelligence ( AAAI-2000 ) , pp .627 - 632 .", "label": "", "metadata": {}, "score": "42.16938"}
{"text": "In their work , a committee of hidden Markov models is used to select examples for annotation .Lewis and Catlett ( 1994 ) use heterogeneous certainty - based methods , in which a simple classifier is used to select examples that are then annotated and presented to a more powerful classifier .", "label": "", "metadata": {}, "score": "42.185646"}
{"text": "A metric for unsupervised metalearning .Intelligent Data Analysis , 15 ( 6 ) , 827 - 841 .Lewis , D. D. , & Gale , W. A. ( 1994 ) .A sequential algorithm for training text classifiers .In Proceedings of the 17th annual international ACM SIGIR conference on research and development in information retrieval ( pp .", "label": "", "metadata": {}, "score": "42.253582"}
{"text": "We have implemented all active learners as extensions of the MLC++ library ( Kohavi , Sommerfield , & Dougherty , 1997 ) .For each domain , we choose the base learner as follows : after applying all primitive learners in MLC++ on the dataset ( 10-fold cross - validation ) , we select the one that obtains the best performance .", "label": "", "metadata": {}, "score": "42.259544"}
{"text": "It was introduced by Avrim Blum and Tom Mitchell in 1998 .Contents .Co- training is a semi - supervised learning technique that requires two views of the data .It assumes that each example is described using two different feature sets that provide different , complementary information about the instance .", "label": "", "metadata": {}, "score": "42.336796"}
{"text": "In Proceedings of the 18th national conference on artificial intelligence ( pp .526 - 532 ) .Bordley , R. F. ( 1982 ) .A multiplicative formula for aggregating probability assessments .Management Science , 28 ( 10 ) , 1137 - 1148 .", "label": "", "metadata": {}, "score": "42.79107"}
{"text": "In : Proceedings of the 20th ACM international conference on research and development in information retrieval , pp 67 - 73 .Zhang T ( 2001 ) Regularized Winnow methods .Adv Neural Inf Process Syst 13:703 - 709 .Kivinen J , Warmuth MK , Auer P ( 1997 )", "label": "", "metadata": {}, "score": "43.070557"}
{"text": "[ 6 ] proposed a Semi - Supervised Learning ( SSL ) algorithm for heterogeneous datasets having both labeled and unlabeled samples .Their example data were comprised of DNA microarray expressions and phylogenic reconstructions , with class labels corresponding to gene function .", "label": "", "metadata": {}, "score": "43.363823"}
{"text": "MATH .McCallum , A. , & Nigam , K. ( 1998 ) .Employing EM and pool - based active learning for text classification .In Proceedings of the 15th international conference on machine learning ( pp .350 - 358 ) .", "label": "", "metadata": {}, "score": "43.390495"}
{"text": "In Proceedings of the 19th conference on uncertainty in artificial intelligence ( pp .616 - 623 ) .Yu , K. , Tresp , V. , & Schwaighofer , A. ( 2005 ) .Learning Gaussian processes from multiple tasks .", "label": "", "metadata": {}, "score": "43.449192"}
{"text": "Within the multi - view framework , Nigam and Ghani ( 2000 ) show that , for \" bag - ofwords \" text classification , one can create two views by arbitrarily splitting the original set of features into two sub - sets .", "label": "", "metadata": {}, "score": "43.498848"}
{"text": "105 - 112 ) .San Mateo : Morgan Kaufmann .Freund , Y. , & Schapire , R. E. ( 1996 ) .Experiments with a new boosting algorithm .In Thirteenth international conference on machine learning ( pp .148 - 156 ) .", "label": "", "metadata": {}, "score": "43.579376"}
{"text": "Campbell , C. , Cristianini , N. , & Smola , A. ( 2000 ) .Query learning with large margin classifiers .In Proceedings of the 17th International Conference on Machine Learning ( ICML-2000 ) , pp . 111 - 118 .", "label": "", "metadata": {}, "score": "43.65168"}
{"text": "However , in all fairness , it is unlikely that Co - Testing could lead to an even faster convergence .As shown by Muslea et al .( 2001 ) , the end of the phone number can be found in a similar manner .", "label": "", "metadata": {}, "score": "43.6992"}
{"text": "Dagan , I. , & Engelson , S. P. ( 1995 ) .Committee - based sampling for training probabilistic classifiers .In Proceedings of the 12th international conference on machine learning ( pp .150 - 157 ) .Dasgupta , S. , & Hsu , D. ( 2008 ) .", "label": "", "metadata": {}, "score": "43.87195"}
{"text": "In Proceedings of the fifth annual workshop on computational learning theory ( pp .287 - 294 ) .CrossRef .Smith , M. R. , & Martinez , T. ( 2011 ) .Improving classification accuracy by identifying and removing instances that should be misclassified .", "label": "", "metadata": {}, "score": "43.979744"}
{"text": "McCallum , A. , & Nigam , K. ( 1998 ) .Employing EM in pool - based active learning for text classification .In Proceedings of the 15th International Conference on Machine Learning , pp .359 - 367 .Melville , P. , & Mooney , R. J. ( 2004 ) .", "label": "", "metadata": {}, "score": "43.99818"}
{"text": "Sarkar , A. ( 2001 ) .Applying co - training methods to statistical parsing .In Proceedings of the 2nd Annual Meeting of the North American Chapter of the Association for Computational Linguistics ( NAACL-2001 ) , pp .175 - 182 .", "label": "", "metadata": {}, "score": "44.112686"}
{"text": "Dagan I , Karov Y , Roth D ( 1997 ) Mistake - driven learning in text categorization .In : Proceedings of the 2nd conference on empirical methods in natural language processing , pp 55 - 63 .Ng HT , Goh WB , Low KL ( 1997 )", "label": "", "metadata": {}, "score": "44.11336"}
{"text": "San Francisco , 1991 .[Pazzani et al . , 1997 ] Pazzani , M. , Mani , S. & Shankle , W.R. , 1997 .Comprehensible knowledge discovery in databases .In CogSci-97 . , 1997 .[ Quinlan , 1993 ] Quinlan , J.R. , 1993 .", "label": "", "metadata": {}, "score": "44.126125"}
{"text": "In this paper , we introduce Co - Testing , an active learning technique for multi - view learning tasks ; i.e. , tasks that have several disjoint subsets of features ( views ) , each of which is sufficient to learn the concepts of interest .", "label": "", "metadata": {}, "score": "44.135666"}
{"text": "Machine Learning , 24(2 ) , 123 - 140 .Califf , M. E. , & Mooney , R. ( 1999 ) .Relational learning of pattern - match rules for information extraction .In Proceedings of the Sixteenth National Conference on Artificial Intelligence ( AAAI-99 ) , pp .", "label": "", "metadata": {}, "score": "44.167892"}
{"text": "Furthermore , since obtaining labels is expensive , we optimally choose which data to ask a subject for labelling to obtain the most of information about her / his preferences .This paradigm - called active learning - has hardly been studied in a multi - task formalism .", "label": "", "metadata": {}, "score": "44.23007"}
{"text": "Knowledge - based artificial neural networks .Artif .Intel ., 70 , pp.50 - 62 .[ Vapnik , 1998 ] Vapnik , V.N. , 1998 .Statistical Learning Theory .New York : Wiley .[ Yu , 2007 ] Yu , T. , 2007 .", "label": "", "metadata": {}, "score": "44.248608"}
{"text": "Raskutti , B. , Ferra , H. , & Kowalczyk , A. ( 2002 ) .Combining clustering and co - training to enhance text classification using unlabeled data .In Proceedings of the SIGKDD International Conference on Knowledge Discovery and Data Mining , pp .", "label": "", "metadata": {}, "score": "44.250435"}
{"text": "Neural Computation , 21 ( 3 ) , 619 - 687 .MathSciNet MATH CrossRef .Lewis , D. , & Gale , W. ( 1994 ) .A sequential algorithm for training text classifiers .In Proceedings of the 17th annual international ACM SIGIR conference on research and development in information retrieval ( pp .", "label": "", "metadata": {}, "score": "44.365395"}
{"text": "It presents a statistical model for estimating accuracy for bootstrap learning of named entity and relation extractors , under the assumption that correct entities and relations will be repeatedly extracted from a large corpus , and that correct extractions will be repeatedly more frequently than incorrect extractions .", "label": "", "metadata": {}, "score": "44.463375"}
{"text": "Science 1999 , 286 : 531 - 537 .View Article PubMed .Blum A , Mitchell TM : Combining labeled and unlabeled data with co - training .Proceedings of the Eleventh Annual Conference on Computational Learning Theory 1998 , 92 - 100 .", "label": "", "metadata": {}, "score": "44.64389"}
{"text": "In Proceedings of the 12th international conference on knowledge discovery and data mining ( pp .504 - 509 ) .New York : ACM .Barnett , V. , & Lewis , T. ( 1978 ) .Outliers in statistical data ( 2nd ed . )", "label": "", "metadata": {}, "score": "44.790546"}
{"text": "Aha , D. ( 1992 ) .Tolerating noisy , irrelevant and novel attributes in instance - based learning algorithms .International Journal of Man - Machine Studies , 36 ( 1 ) , 267 - 287 .Amoth , T. , Cull , P. , & Tadepalli , P. ( 1998 ) .", "label": "", "metadata": {}, "score": "44.80426"}
{"text": "MathSciNet MATH .Settles , B. , & Craven , M. ( 2008 ) .An analysis of active learning strategies for sequence labeling tasks .In Proceedings of the conference on empirical methods in natural language processing ( pp .1070 - 1079 ) .", "label": "", "metadata": {}, "score": "44.81723"}
{"text": "The strength of weak learnability .Machine Learning , 5(2 ) , 197 - 227 .Scheffer , T. , & Wrobel , S. ( 2001 ) .Active learning of partially hidden Markov models .In Proceedings of the ECML / PKDD-2001 Workshop on Active Learning , Database Sampling , Experimental Design : Views on Instance Selection .", "label": "", "metadata": {}, "score": "44.950584"}
{"text": "Artifical Intelligence , 18 ( 2 ) , 203 - 226 .CrossRef .Orriols - Puig , A. , Maci\u00e0 , N. , Bernad\u00f3 - Mansilla , E. , & Ho , T. K. ( 2009 ) .Documentation for the data complexity library in C++ ( Tech .", "label": "", "metadata": {}, "score": "45.121952"}
{"text": "230 Active Learning with Multiple Views Lewis , D. , & Gale , W. ( 1994 ) .A sequential algorithm for training text classifiers .In Proceedings of Research and Development in Information Retrieval , pp .3 - 12 .", "label": "", "metadata": {}, "score": "45.3554"}
{"text": "Finally , the system queries the unlabeled example that leads to the largest estimated reduction in the error rate .Finally , a typical version space reduction active learner works as follows : it generates a committee of several hypotheses , and it queries the unlabeled examples on which the disagreement within the committee is the greatest .", "label": "", "metadata": {}, "score": "45.363712"}
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{"text": "Depending on the method used to generate the committee , one can distinguish several types of active learners : - Query - by - Committee selects a committee by randomly sampling hypotheses from the version space .Query - by - Committee was applied to a variety of base learners such as perceptrons ( Freund et al . , 1997 ) , Naive Bayes ( McCallum & Nigam , 1998 ) , and Winnow ( Liere & Tadepalli , 1997 ) .", "label": "", "metadata": {}, "score": "46.057648"}
{"text": "Second , we extend the multi - view learning framework by also exploiting weak views , which are adequate only for learning a concept that is moregeneral / specific than the target concept .Finally , we empirically show that Co - Testing outperforms existing active learners on a variety of real world domains such as wrapperinduction , Web page classification , advertisement removal , and discourse tree parsing .", "label": "", "metadata": {}, "score": "46.05867"}
{"text": "Consequently , a query is \" wasted \" on a totally irrelevant image .Similar situations appear in many real world tasks such as text classification , information extraction , or speech recognition : whenever the active learner artificially builds a query for such a domain , it is highly unlikely that the newly created object has any meaning for the human user .", "label": "", "metadata": {}, "score": "46.197227"}
{"text": "These two hypotheses are generated by modifying the base learner so that it learns a classifier that labels as many as possible of the unlabeled examples in the working set as positive or negative , respectively .This approach has an obvious drawback : it requires the user to modify the base learner so that it can generate \" most - general \" and \" most - specific \" classifiers .", "label": "", "metadata": {}, "score": "46.306927"}
{"text": "In Proceedings of the 17th International Conference on Machine Learning ( ICML-2000 ) , pp .327 - 334 .Gross , K. ( 1991 ) .Concept acquisition through attribute evolution and experiment selection .Ph.D. thesis , School of Computer Science , Carnegie Mellon University .", "label": "", "metadata": {}, "score": "46.548584"}
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{"text": "5.2.3 The Experimental Results In our empirical comparison , we use the 33 most difficult wrapper induction tasks from the testbed introduced by Kushmerick ( 1998 , 2000 ) .These tasks , which were previously used in the literature ( Muslea et al . , 2003 ; Muslea , 2002 ) , are briefly described in Table 4 .", "label": "", "metadata": {}, "score": "46.753525"}
{"text": "Clustering techniques [ 2 ] are applied to the datasets for assigning samples to their corresponding group solely based on similar expression levels .Supervised algorithms on the other hand classify [ 3 ] samples according to their externally determined class .", "label": "", "metadata": {}, "score": "46.79584"}
{"text": "i to denote an unlabeled examples ) .In this paper the terms active learning and selective sampling are used interchangeably .In the traditional , single - view machine learning scenario , a learner has access to the entire set of domain features .", "label": "", "metadata": {}, "score": "46.86868"}
{"text": "Co- training first learns a separate classifier for each view using any labeled examples .The most confident predictions of each classifier on the unlabeled data are then used to iteratively construct additional labeled training data .[ 1 ] .", "label": "", "metadata": {}, "score": "46.98618"}
{"text": "In the situation that such a split is not available , a random assignment of features into two sets still performs better than using only one feature set .They also introduced the co - EM algorithm , a hybrid that iteratively updates the unlabeled data labels using EM .", "label": "", "metadata": {}, "score": "47.008415"}
{"text": "Using this notation , the next query is the contention point for which min(n1 , n2 ) has the largest value .In the empirical evaluation below , we compare these two Co - Testing algorithms with Random Sampling and Query - by - Bagging .", "label": "", "metadata": {}, "score": "47.04908"}
{"text": "Siskind , J. M. 1992 .Naive Physics , Event Perception , Lexical Semantics and Language Acquisition .Ph.D. thesis , Department of Electrical Engineering and Computer Science , Massachusetts Institute of Technology , Cambridge , MA .Suppes , P. , Liang , L. , B\u00f6ttner , M. 1991 .", "label": "", "metadata": {}, "score": "47.134277"}
{"text": "In The IJCAI-2001 Workshop on Adaptive Text Extraction and Mining .Lang , K. , & Baum , E. ( 1992 ) .Query learning can work poorly when a human oracle is used .In Proceedings of the IEEE International Joint Conference on Neural Networks .", "label": "", "metadata": {}, "score": "47.229473"}
{"text": "Platt , J. ( 2000 ) .Probabilistic outputs for support vector machines and comparison to regularized likelihood methods .In Advances in large margin classifiers .Quinlan , J. R. ( 1993 ) .C4.5 : programs for machine learning .", "label": "", "metadata": {}, "score": "47.25361"}
{"text": "An alternative solution is proposed by Raskutti , Ferra , and Kowalczyk ( 2002 ) , where the authors create a second view that consists of a variety of features that measure the examples ' similarity with the N largest clusters in the domain .", "label": "", "metadata": {}, "score": "47.331257"}
{"text": "Acquisition of a lexicon from semantic representations of sentences In Proceedings of the 33rd Annual Meeting of the Association for Computational Linguistics ( ACL-95 ) , 335 - 337 Cambridge , MA .Tong , S. Koller , D. 2000 .Support vector machine active learning with applications to text classification In Proceedings of the Seventeenth International Conference on Machine Learning ( ICML-2000 ) , 999 - 1006 Stanford , CA .", "label": "", "metadata": {}, "score": "47.382263"}
{"text": "In contrast , Random Sampling and Query - by - Bagging learn 100 % accurate rules for only seven and twelve of the tasks , respectively .In other words , both Co - Testing algorithms learn the correct target concept for more than twice as many tasks than Query - by - Bagging or Random Sampling .", "label": "", "metadata": {}, "score": "47.510334"}
{"text": "[ 7 ] .Nigam , Kamal ; Rayid Ghani ( 2000 ) .\" Analyzing the Effectiveness and Applicability of Co - training \" .Proceedings of the ninth international Conference on Information and Knowledge Management ( NY , USA : ACM ) : 86 - 93 .", "label": "", "metadata": {}, "score": "47.531876"}
{"text": "Hwa ( 2001 ) describes an interesting method for evaluating a statistical parser 's uncertainty , when applied for syntactic parsing .Next : Future Work Up : Related Work Previous : Lexicon Acquisition Beckwith , R. , Fellbaum , C. , Gross , D. , Miller , G. 1991 .", "label": "", "metadata": {}, "score": "47.572357"}
{"text": "The learning task consists of classifying Web pages as course homepages and other pages .In courses the two views consist of words that appear in the page itself and words that appear in hyperlinks pointing to them , respectively .- tf ( Marcu , Carlson , & Watanabe , 2000 ) is a classification problem with seven classes , 99 features and 11,193 examples .", "label": "", "metadata": {}, "score": "47.720753"}
{"text": "- in its simplest form ( i.e. , Naive Co - Testing , which is described in section 4 ) , it makes no assumptions about the properties of the base learner .More precisely , by simply querying an arbitrary contention point , Co - Testing is guaranteed to provide \" the mistaken view \" with a highly informative example . - by considering only the contention points as query candidates , it allows the use of query selection heuristics that - computationally - are too expensive to be applied to the entire set of unlabeled examples .", "label": "", "metadata": {}, "score": "47.78312"}
{"text": "In Proceedings of the 2010 European conference on machine learning and knowledge discovery in databases : part III ( pp .499 - 514 ) .CrossRef .Yu , K. , Schwaighofer , A. , Tresp , V. , Ma , W. Y. , & Zhang , H. J. ( 2003 ) .", "label": "", "metadata": {}, "score": "47.839394"}
{"text": "La Salle , Universitat Ramon Llull .Peterson , A. H. , & Martinez , T. R. ( 2005 ) .Estimating the potential for combining learning models .In Proceedings of the ICML workshop on meta - learning ( pp .", "label": "", "metadata": {}, "score": "47.89946"}
{"text": "Here is a lightly - annotated bibliography of papers on learning from labeled and unlabeled data .It focuses on methods especially relevant to bootstrap learning for natural language analysis , and on theoretical models for how and when we should expect unlabeled data to be helpful .", "label": "", "metadata": {}, "score": "47.914276"}
{"text": "Learning to parse database queries using inductive logic programming In Proceedings of the Thirteenth National Conference on Artificial Intelligence ( AAAI-96 ) , 1050 - 1055 Portland , OR .Abstract .Most data complexity studies have focused on characterizing the complexity of the entire data set and do not provide information about individual instances .", "label": "", "metadata": {}, "score": "48.29764"}
{"text": "In Proceedings of the 19th European conference on artificial intelligence ( pp .249 - 254 ) .Guo , S. , & Sanner , S. ( 2010 ) .Real - time multiattribute Bayesian preference elicitation with pairwise comparison queries .", "label": "", "metadata": {}, "score": "48.344837"}
{"text": "Manning , C. D. 1993 .Automatic acquisition of a large subcategorization dictionary from corpora In Proceedings of the 31stAnnual Meeting of the Association for Computational Linguistics ( ACL-93 ) , 235 - 242 Columbus , OH .McCallum , A. K. Nigam , K. 1998 .", "label": "", "metadata": {}, "score": "48.40738"}
{"text": "The remainder of this section is organized as follows : first , we formally present the CoTesting family of algorithms and we discuss several of its members .Then we introduce the concepts of strong and weak views , and we analyze how Co - Testing can exploit both types of views ( previous multi - view learners could only use strong views ) .", "label": "", "metadata": {}, "score": "48.45868"}
{"text": "We introduce now the notion of a weak view , in which one can accurately learn only a concept that is strictly more general or more specific than the target concept .In the context of learning with strong and weak views , we redefine contention points as the unlabeled examples on which the strong views predict a different label .", "label": "", "metadata": {}, "score": "48.53341"}
{"text": "In Proceedings of the 24th international conference on machine learning ( pp .935 - 942 ) .New York : ACM .Webb , G. I. ( 2000 ) .Multiboosting : a technique for combining boosting and wagging .Machine Learning , 40 ( 2 ) , 159 - 196 .", "label": "", "metadata": {}, "score": "48.561558"}
{"text": "Angluin , D. ( 1982 ) .A note on the number of queries needed to identify regular languages .Information and Control , 51 , 76 - 87 .Angluin , D. ( 1988 ) .Queries and concept learning .", "label": "", "metadata": {}, "score": "48.57168"}
{"text": "For experiments aimed at answering a clinical question , such information might include patient disease stage , or response to a particular drug .The cost of producing adequately annotated datasets has been a barrier to the widespread application of microarray technology in medicine .", "label": "", "metadata": {}, "score": "48.635597"}
{"text": "A comparison of classifiers and document representations for the routing problem .In : Proceedings of the 18th ACM international conference on research and development in information retrieval , pp 229 - 237 .Wiener ED , Pedersen JO , Weigend AS ( 1995 )", "label": "", "metadata": {}, "score": "48.743553"}
{"text": "On courses we investigate two of the Co - Testing query selection strategies : naive and conservative .The third , aggressive query selection strategy is not appropriate for courses because the \" hyperlink view \" is significantly less accurate than the other one ( after all , one rarely encounters more than a handful of words in a hyperlink ) .", "label": "", "metadata": {}, "score": "48.833584"}
{"text": "Berlin : Springer .Breunig , M. M. , Kriegel , H. P. , Ng , R. T. , & Sander , J. ( 2000 ) .Lof : identifying density - based local outliers .SIGMOD Record , 29 ( 2 ) , 93 - 104 .", "label": "", "metadata": {}, "score": "48.936085"}
{"text": "The Co- Testing Family of Algorithms In this section , we discuss in detail the Co - Testing family of algorithms .As we already mentioned , Co - Testing can be seen as a two - step iterative process : first , it uses a few labeled examples to learn a hypothesis in each view ; then it queries an unlabeled example for which the views predict different labels .", "label": "", "metadata": {}, "score": "48.98381"}
{"text": "In KDD ( pp .204 - 213 ) .Zadrozny , B. , & Elkan , C. ( 2002 ) .Transforming classifier scores into accurate multiclass probability estimates .In KDD ( pp .694 - 699 ) .New York : ACM .", "label": "", "metadata": {}, "score": "48.999294"}
{"text": "Cuisine : ... R1 R2 Figure 3 : Both the forward and backward rules detect the beginning of the phone number .5.2 Co - Testing for Wrapper Induction We focus now on a different type of learning application , wrapper induction ( Muslea et al . , 2001 ; Kushmerick , 2000 ) , in which the goal is to learn rules that extract relevant sub - strings from a collection of documents .", "label": "", "metadata": {}, "score": "49.03006"}
{"text": "F\u00fcrnkranz , J. , & H\u00fcllermeier , E. ( 2010 ) .Preference learning .Berlin : Springer .MATH .Gelman , A. , Carlin , J. B. , Stern , H. S. , & Rubin , D. B. ( 2003 ) .", "label": "", "metadata": {}, "score": "49.185318"}
{"text": "Boosting trees for anti - spam email filtering .In : Proceedings of European conference on recent advances in NLP , pp 58 - 64 .Lewis DD , Schapire RE , Callan JP , Papka R ( 1996 )Training algorithms for linear text classifiers .", "label": "", "metadata": {}, "score": "49.31556"}
{"text": "Journal of Machine Learning Research , 4 , 83 - 99 .Berger , M. P. F. ( 1994 ) .D - optimal sequential sampling designs for item response theory models .Journal of Educational and Behavioral Statistics , 19 , 43 - 56 .", "label": "", "metadata": {}, "score": "49.38086"}
{"text": "Experimental results of different scenarios are shown that demonstrate this method to be more effective than simple inductive learning .Keywords : .Rule based learning , hybrid learning , virtual sample , virtual example , artificial sample , artificial example , pruning dataset .", "label": "", "metadata": {}, "score": "49.38491"}
{"text": "Information Retrieval , 13 ( 4 ) , 346 - 374 .CrossRef .Sanborn , A. N. , & Griffiths , T. L. ( 2008 ) .Markov chain Monte Carlo with people .In : Advances in neural information processing systems .", "label": "", "metadata": {}, "score": "49.442192"}
{"text": "This theoretic work focused on learning classes of concepts such as regular sets , monotone dnf expressions , and u - expressions .Besides membership queries such as \" is this an example of the target concept ? , \" Angluin also used more sophisticated types of queries such as equivalence queries ( \" is this concept equivalent with the target concept ? \" ) or superset queries ( \" is this concept a superset of the target concept ? \" )", "label": "", "metadata": {}, "score": "49.49419"}
{"text": "Springer - Verlag , Berlin .Johnston , M. , Boguraev , B. , Pustejovsky , J. 1995 .The acquisition and interpretation of complex nominals In Papers from the 1995 AAAI Symposium on the Representation and Acquisition of Lexical Knowledge : Polysemy , Ambiguity , and Generativity , 69 - 74 Stanford , CA .", "label": "", "metadata": {}, "score": "49.509426"}
{"text": "Empirical Validation In this section we empirically compare Co - Testing with other state of the art learners .Our goal is to test the following hypothesis : given a multi - view learning problem , Co - Testing converges faster than its single - view counterparts .", "label": "", "metadata": {}, "score": "49.694122"}
{"text": "Co- training can only work if one of the classifiers correctly labels a piece of data that the other classifier previously misclassified .If both classifiers agree on all the unlabeled data , i.e. they are not independent , labeling the data does not create new information .", "label": "", "metadata": {}, "score": "49.95215"}
{"text": "Building an MT dictionary from parallel texts based on linguistic and statistical information In Proceedings of the Fifteenth International Conference on Computational Linguistics , 76 - 81 .Lewis , D. D. Catlett , J. 1994 .Heterogeneous uncertainty sampling for supervised learning In Proceedings of the Eleventh International Conference on Machine Learning ( ICML-94 ) , 148 - 156 San Francisco , CA .", "label": "", "metadata": {}, "score": "49.95444"}
{"text": "In this paper we propose the Genetic Learning Across Datasets concept ( GLAD ) , and demonstrate an implementation that enables feature selection across unlabeled and labeled datasets .GLAD algorithms are distinct from previous approaches of semi - supervised learning in that the datasets analyzed may have very different statistical distributions , such as would arise in datasets collected independently by labs using different measurement technology .", "label": "", "metadata": {}, "score": "49.97747"}
{"text": "Bridle , J. S. ( 1989 ) .Probabilistic interpretation of feedforward classification network outputs , with relationships to statistical pattern recognition .In Neuro - computing : algorithms , architectures and applications ( pp .227 - 236 ) .Berlin : Springer .", "label": "", "metadata": {}, "score": "50.028717"}
{"text": "Settles , B. ( 2010 ) .Active learning literature survey ( Tech .Rep. Computer Sciences Technical Report 1648 ) .University of Wisconsin - Madison .Seung , H. S. , Opper , M. , & Sompolinsky , H. ( 1992 ) .", "label": "", "metadata": {}, "score": "50.184574"}
{"text": "Active preference learning with discrete choice data .In J. C. Platt , Y. Koller , D. Singer & S. Roweis ( Eds . ) , Advances in neural information processing systems ( Vol .20 , pp .409 - 416 ) .", "label": "", "metadata": {}, "score": "50.19483"}
{"text": "In addition to these two views , which rely mostly on the context of the item to be extracted ( i.e. , the text surrounding the item ) , one can use a third view that describes the content of the item to be extracted . \" , end with \" .", "label": "", "metadata": {}, "score": "50.469505"}
{"text": "Yarowsky , David .Unsupervised word sense disambiguation rivaling supervised methods .In Proceedings of the 33rd Annual Meeting of the Association for Computational Linguistics , pages 189 - 196 .This has been used to train web page classifiers , named entity recognizers , image classifiers , and more .", "label": "", "metadata": {}, "score": "50.478676"}
{"text": "both views : the \" good view \" makes the correct prediction on them , while the \" bad view \" is inadequate to learn the target concept .In order to cope with this problem , we introduced a view validation algorithm ( Muslea et al . , 2002b ) that predicts whether the views are appropriate for a particular task .", "label": "", "metadata": {}, "score": "50.57006"}
{"text": "Batista , G. E. A. P. A. , Prati , R. C. , & Monard , M. C. ( 2004 ) .A study of the behavior of several methods for balancing machine learning training data .SIGKDD Explorations Newsletter , 6 ( 1 ) , 20 - 29 .", "label": "", "metadata": {}, "score": "50.5959"}
{"text": "5.1 Co - Testing for Classification We begin our empirical study by using three classification tasks to compare Co - Testing with existing active learners .We first introduce these three domains and their respective views ; then we discuss the learners used in the evaluation and analyze the experimental results .", "label": "", "metadata": {}, "score": "50.63928"}
{"text": "Morgan Kaufmann .Zelle , J. M. 1995 .Using Inductive Logic Programming to Automate the Construction of Natural Language Parsers .Ph.D. thesis , Department of Computer Sciences , University of Texas , Austin , TX .Also appears as Artificial Intelligence Laboratory Technical Report AI 96 - 249 .", "label": "", "metadata": {}, "score": "50.66741"}
{"text": "The various members of the Co - Testing family differ from each other with two respects : the strategy used to select the next query , and the manner in which the output hypothesis is constructed .In other words , each Co - Testing algorithm is uniquely defined by the choice of the functions SelectQuery ( ) and CreateOutputHypothesis ( ) .", "label": "", "metadata": {}, "score": "50.68459"}
{"text": "Active Learning with Multiple Views .Abstract : Active learners alleviate the burden of labeling large amounts of data by detecting and asking the user to label only the most informative examples in the domain .We focus here on active learning for multi - view domains , in which there are several disjoint subsets of features ( views ) , each of which is sufficient to learn the target concept .", "label": "", "metadata": {}, "score": "50.71599"}
{"text": "Wrapper maintenance : A machine learning approach .Journal of Artificial Intelligence Research , 18 , 149 - 181 .Lewis , D. , & Catlett , J. ( 1994 ) .Heterogeneous uncertainty sampling for supervised learning .In Proceedings of the 11th International Conference on Machine Learning ( ICML-94 ) , pp .", "label": "", "metadata": {}, "score": "50.757683"}
{"text": "[ 2 ] Co - training can work on \" unlabeled \" text that has not already been classified or tagged , which is typical for the text appearing on web pages and in emails .According to Tom Mitchell , \" The features that describe a page are the words on the page and the links that point to that page .", "label": "", "metadata": {}, "score": "50.849083"}
{"text": "All rights reserved .Muslea , Minton , & Knoblock Co - Testing is a two - step iterative algorithm that requires as input a few labeled and many unlabeled examples .First , Co - Testing uses the few labeled examples to learn a hypothesis in each view .", "label": "", "metadata": {}, "score": "50.87637"}
{"text": "Fukumoto , F. Tsujii , J. 1995 .Representation and acquisition of verbal polysemy In Papers from the 1995 AAAI Symposium on the Representation and Acquisition of Lexical Knowledge : Polysemy , Ambiguity , and Generativity , 39 - 44 Stanford , CA .", "label": "", "metadata": {}, "score": "50.93034"}
{"text": "For testing the classification accuracy on the independent set , only unique classifiers were used .Figure 2 compares the performance of the unique classifiers on the testing set for two approaches : 1 - using only labeled samples 2 - using labeled plus unlabeled samples .", "label": "", "metadata": {}, "score": "51.04599"}
{"text": "2690 - 2697 ) .Thomson , K. , & McQueen , R. J. ( 1996 ) .Machine learning applied to fourteen agricultural datasets ( Tech .Rep. 96/18 ) .The University of Waikato .Tomek , I. ( 1976 ) .", "label": "", "metadata": {}, "score": "51.153786"}
{"text": "Committee - based sampling for training probabilistic classifiers .In Proceedings of the 12th international conference on machine learning ( pp .150 - 157 ) .Domingos , P. , & Pazzani , M. J. ( 1996 ) .Beyond independence : conditions for the optimality of the simple Bayesian classifier .", "label": "", "metadata": {}, "score": "51.15663"}
{"text": "This is particularly true for base learners such as stalker , which do not improve the current hypothesis unless they are provided with examples of misclassified instances .As a limitation , Co - Testing can be applied only to multi - view tasks ; that is , unless the user can provide two views , Co - Testing can not be used at all .", "label": "", "metadata": {}, "score": "51.173637"}
{"text": "363 - 383 ) .Argyriou , A. , Micchelli , C. , & Pontil , M. ( 2008 ) .When is there a representer theorem ?Vector versus matrix regularizers .Journal of Machine Learning Research .Bakker , B. , & Heskes , T. ( 2003 ) .", "label": "", "metadata": {}, "score": "51.201828"}
{"text": "This straightforward strategy is appropriate for base learners that lack the capability of reliably estimating the confidence of their predictions .As this naive query selection strategy is independent of both the domain and the base learner properties , it follows that it can be used for solving any multi - view learning task .", "label": "", "metadata": {}, "score": "51.20585"}
{"text": "Caruana , R. ( 1997 ) .Multitask learning .Machine Learning , 28 ( 1 ) , 41 - 75 .MathSciNet CrossRef .Chajewska , U. , Koller , D. , & Parr , R. ( 2000 ) .Making rational decisions using adaptive utility elicitation .", "label": "", "metadata": {}, "score": "51.215714"}
{"text": "Diverse ensembles for active learning .In Proceedings of the 21st international conference on machine learning ( pp .584 - 591 ) .Minka , T. ( 2001 ) .A family of approximation methods for approximate Bayesian inference .PhD thesis , MIT .", "label": "", "metadata": {}, "score": "51.226295"}
{"text": "Angluin , D. ( 1994 ) .Exact learning of u - DNF formulas with malicious membership queries .Tech . rep .YALEU / DCS / TR-1020 , Yale University .Angluin , D. , & Krikis , M. ( 1994 ) .", "label": "", "metadata": {}, "score": "51.398365"}
{"text": "Anand , P. ( 1993 ) .The philosophy of intransitive preferences .The Economic Journal , 103 ( 417 ) , 337 - 346 .CrossRef .Arehart , K. H. , Kates , J. M. , Anderson , C. A. , & Harvey , L. O. Jr. ( 2007 ) .", "label": "", "metadata": {}, "score": "51.49186"}
{"text": "Mansilla , E. B. , & Ho , T. K. ( 2004 ) .On classifier domains of competence .In ICPR ( Vol . 1 , pp .136 - 139 ) .Mitchell , T. M. ( 1982 ) .", "label": "", "metadata": {}, "score": "51.51602"}
{"text": "Neural Computation , ( 7 ) .[Aha et al . , 1991 ] Aha , D. , Kibler , D. & & Albert , M. , 1991 .Instance - based learning algorithms .Machine learning , 6 , pp.37 - 66 .", "label": "", "metadata": {}, "score": "51.536983"}
{"text": "Selective sampling with redundant views .In Proceedings of National Conference on Artificial Intelligence ( AAAI-2000 ) , pp .621 - 626 .Muslea , I. , Minton , S. , & Knoblock , C. ( 2001 ) .Hierarchical wrapper induction for semistructured sources .", "label": "", "metadata": {}, "score": "51.56818"}
{"text": "Our literature review below is structured as follows .First , we discuss the early , mostly theoretical results on query construction .Then we focus on selective sampling algorithms , which select as the next query one of the unlabeled examples from the working set .", "label": "", "metadata": {}, "score": "51.573414"}
{"text": "Nonparametric statistical methods .New York : Wiley .MATH .Jin , R. , & Si , L. ( 2004 ) .A Bayesian approach toward active learning for collaborative filtering .In Proceedings of the 20th conference on uncertainty in artificial intelligence ( pp .", "label": "", "metadata": {}, "score": "51.68131"}
{"text": "SIGKDD Explorations Newsletter , 11 ( 1 ) , 10 - 18 .CrossRef .Ho , T. K. , & Basu , M. ( 2002 ) .Complexity measures of supervised classification problems .IEEE Transactions on Pattern Analysis and Machine Intelligence , 24 , 289 - 300 .", "label": "", "metadata": {}, "score": "51.77107"}
{"text": "[ 7 ] introduced a Bayesian Semi - Supervised approach termed BGEN ( Bayesian GENeralization ) .The BGEN method trains a kernel classifier using both labeled and unlabeled data .Their example data consisted of expression profiles of wild type and mutant C. elegant embryos and identified enriched genes , with a small subset of genes labeled according to involvement in development of cell lineage .", "label": "", "metadata": {}, "score": "52.238365"}
{"text": "CrossRef .Glickman , M. , & Jensen , S. ( 2005 ) .Adaptive paired comparison design .Journal of Statistical Planning and Inference , 127 , 279 - 293 .MathSciNet MATH CrossRef .Groot , P. C. , Birlutiu , A. , & Heskes , T. ( 2010 ) .", "label": "", "metadata": {}, "score": "52.29504"}
{"text": "MacKay , D. J. C. ( 1992 ) .Information - based objective functions for active data selection .Neural Computation , 4 , 590 - 604 .CrossRef .MacKay , D. J. C. ( 2002 ) .Information theory , inference & learning algorithms .", "label": "", "metadata": {}, "score": "52.345825"}
{"text": "Birlutiu , A. , & Heskes , T. ( 2007 ) .Expectation propagation for rating players in sports competitions .In Proceedings of the 11th European conference on principles and practice of knowledge discovery in databases ( pp .374 - 381 ) .", "label": "", "metadata": {}, "score": "52.485863"}
{"text": "London : Chapman & Hall / CRC .Geman , S. , Bienenstock , E. , & Doursat , R. ( 1992 ) .Neural networks and the bias / variance dilemma .Neural Computation , 4 ( 1 ) , 1 - 58 .", "label": "", "metadata": {}, "score": "52.517715"}
{"text": "Existing multiview learners are semi - supervised algorithms : they exploit unlabeled examples to boost the accuracy of the classifiers learned in each view by bootstrapping the views from each other .In multi - view learning , an example x is described by a different set of features in each view .", "label": "", "metadata": {}, "score": "52.55579"}
{"text": "An evaluation of Naive Bayesian anti - spam filtering .In : Proceedings of the workshop on machine learning in the new information age , 11th European conference on machine learning , pp 9 - 17 .Androutsopoulos I , Paliouras G , Michelakis E ( 2004 )", "label": "", "metadata": {}, "score": "52.6616"}
{"text": "In contrast , for wrapper induction we use a testbed of 33 distinct tasks .This imbalance in the number of available datasets requires different presentation styles for the results . - in contrast to typical classification , a major requirement for wrapper induction is to learn ( close to ) 100%-accurate extraction rules from just a handful of examples ( Muslea , 2002 , pages 3 - 6 ) .", "label": "", "metadata": {}, "score": "52.780094"}
{"text": "Boutilier , C. ( 2002 ) .A POMDP formulation of preference elicitation problems .In Proceedings of the 18th national conference on artificial intelligence ( pp .239 - 246 ) .Boutilier , C. , Zemel , R. S. , & Marlin , B. ( 2003 ) .", "label": "", "metadata": {}, "score": "52.897655"}
{"text": "Rocchio J ( 1971 )Relevance feedback in information retrieval .In : The SMART retrieval system : experiments in automatic document processing , pp 313 - 323 .Prentice Hall Inc. , Englewood Cliffs .Rosenblatt E ( 1988 )The perceptron : a probabilistic model for information storage and organization in the brain .", "label": "", "metadata": {}, "score": "52.96561"}
{"text": "In this paper , the implementation of Random Sampling is identical with that of Naive Co - Testing with winner takes all , except that it randomly queries one of the unlabeled examples from the working set .For Query - by - Bagging , the committee of hypotheses is created by repeatedly re - sampling ( with substitution ) the examples in the original training set L. We use a relatively small committee ( i.e. , 10 extraction rules ) because when learning from a handful of examples , re - sampling with replacement leads to just a few distinct training sets .", "label": "", "metadata": {}, "score": "53.027893"}
{"text": "CrossRef .Heskes , T. , & de Vries , B. ( 2005 ) .Incremental utility elicitation for adaptive personalization .In Proceedings of the 17th Belgium - Netherlands conference on artificial intelligence ( pp .127 - 134 ) .", "label": "", "metadata": {}, "score": "53.046677"}
{"text": "In this domain , the strong view consists of the words that appear on each line , based on which a Naive Bayes text classifier is learned .This weak view defines a class of concepts that is more general than the target concept : all line orderings are possible , even though they are not equally probable .", "label": "", "metadata": {}, "score": "53.192226"}
{"text": "Bennett , P. N. ( 2000 ) .Assessing the calibration of naive Bayes ' posterior estimates ( Tech .Rep. CMU - CS-00 - 155 ) .Carnegie Mellon University .Brazdil , P. , Giraud - Carrier , C. , Soares , C. , & Vilalta , R. ( 2009 ) .", "label": "", "metadata": {}, "score": "53.250458"}
{"text": "Extracted Text .We focus here on active learning for multi - view domains , in which there are several disjoint subsets offeatures ( views ) , each of which is sufficient to learn the target concept .In this paper we make several contributions .", "label": "", "metadata": {}, "score": "53.441734"}
{"text": "Tong , S. , & Koller , D. ( 2000 ) .Active learning for parameter estimation in Bayesian networks .In Advances in Neural Information Processing Systems , Vol . 13 , pp .647 - 653 .232 Active Learning with Multiple Views Tong , S. , & Koller , D. ( 2001 ) .", "label": "", "metadata": {}, "score": "53.471798"}
{"text": "Committee - based sampling for training probabilistic classifiers In Proceedings of the Twelfth International Conference on Machine Learning ( ICML-95 ) , 150 - 157 San Francisco , CA .Morgan Kaufman .Fillmore , C. 1988 .The mechanisms of ' ' Construction Grammar ' '", "label": "", "metadata": {}, "score": "53.638653"}
{"text": "It generates a large and diverse committee by successively augmenting the original training set with additional sets of artificially - generated examples .More precisely , it generates artificial examples in keeping with the distribution of the instance space ; then it applies the current committee to each such example , and it labels the artificial example with the label that contradicts most of the committee 's predictions .", "label": "", "metadata": {}, "score": "53.691708"}
{"text": "In : Proceedings of the 4th annual symposium on document analysis and information retrieval , pp 317 - 332 .Yang Y , Pedersen JP ( 1997 )A comparative study on feature selection in text categorization .In : Proceedings of the 14th international conference on machine learning , pp 412 - 420 .", "label": "", "metadata": {}, "score": "53.791046"}
{"text": "Depending on the source of unlabeled examples , there are two main types of sampling algorithms : stream- and pool- based .The uncertainty reduction approach to selective sampling works as follows : first , one uses the labeled examples to learn a classifier ; then the system queries the unlabeled example on which this classifier makes the least confident prediction .", "label": "", "metadata": {}, "score": "53.826485"}
{"text": "Journal of Physics A : Mathematical and General , 25 ( 1 ) , 113 - 121 .Yarowsky , D. ( 1995 ) .Unsupervised word sense disambiguation rivaling supervised methods .In Proceedings of the 33rd annual meeting of the Association of Computational Linguistics , pp .", "label": "", "metadata": {}, "score": "53.873352"}
{"text": "Aggressive CoTesting learns 100%-accurate rules on 30 of the 33 tasks ; for all these tasks , the extraction rules are learned from at most seven queries .Naive Co - Testing learns 100 % accurate rules on 28 of the 33 tasks .", "label": "", "metadata": {}, "score": "53.90603"}
{"text": "[ 2 ] The paper has been cited over 1000 times , and received the 10 years Best Paper Award at the 25th International Conference on Machine Learning ( ICML 2008 ) , a renowned computer science conference .[ 3 ] [ 4 ] .", "label": "", "metadata": {}, "score": "53.932224"}
{"text": "In practice , this may raise some serious problems ; for example , consider a hand - writing recognizer that must discriminate between the 10 digits ( Lang & Baum , 1992 ) .In this scenario , an informative query may consist of an image that represents a \" fusion \" of two similarly - looking digits , such as \" 3 \" and \" 5 .", "label": "", "metadata": {}, "score": "53.982883"}
{"text": "The advantage of this alternative is the reduced computation costs and reduced time subjects are involved .We validate empirically our approach on three real - world data sets involving the preferences of people .Keywords .Learning preferences Active learning Experimental design Multi - task learning Hierarchical modeling .", "label": "", "metadata": {}, "score": "54.056324"}
{"text": "Multi - task preference learning with an application to hearing aid personalization .Neurocomputing , 73 ( 7 - 9 ) , 1177 - 1185 .Bishop , C. M. ( 2006 ) .Pattern recognition and machine learning .Berlin : Springer .", "label": "", "metadata": {}, "score": "54.121178"}
{"text": "In Proceedings of the International Conference on Machine Learning , pp .584 - 591 .Muslea , I. ( 2002 ) .Active Learning with Multiple Views .Ph.D. thesis , Department of Computer Science , University of Southern California .", "label": "", "metadata": {}, "score": "54.22306"}
{"text": "Conservative Co - Testing is appropriate for noisy domains , where the aggressive strategy may end up querying mostly noisy examples .Creating the output hypothesis also allows the user to choose from a variety of alternatives , such as : - weighted vote : combines the vote of each hypothesis , weighted by the confidence of their respective predictions .", "label": "", "metadata": {}, "score": "54.311455"}
{"text": "In Proceedings of the 1992 Machine Learning Workshop on Integrated Learning in Real Domains . , 1992 .[ Mitchell , 1997 ] Mitchell , T.M. , 1997 .Artificial neural networks .In Mitchell , T.M. Machine learning .McGraw - Hill Science / Engineering / Math .", "label": "", "metadata": {}, "score": "54.384228"}
{"text": "Second , it applies the learned rules to a large , unlabeled corpus of job postings and creates a database that is populated with the extracted data .Third , by text mining this database , discotex learns to predict the value of each item based on the values of the other fields ; e.g. , it may discover that \" IF the job requires c++ and corba THEN the development platforms include Windows . \"", "label": "", "metadata": {}, "score": "54.41176"}
{"text": "Conclusion In this paper we introduce Co - Testing , which is an active learning technique for multi - view learning tasks .This novel approach to active learning is based on the idea of learning from mistakes ; i.e. , Co - Testing queries unlabeled examples on which the views predict a different label ( such contention points are guaranteed to represent mistakes made in one of the views ) .", "label": "", "metadata": {}, "score": "54.46116"}
{"text": "IEEE Transactions on Systems , Man and Cybernetics , 6 , 448 - 452 .MathSciNet CrossRef .Tong , S. , & Koller , D. ( 2001 ) .Support vector machine active learning with applications to text classification .Journal of Machine Learning Research , 2 , 45 - 66 . van Hulse , J. , Khoshgoftaar , T. M. , & Napolitano , A. ( 2007 ) .", "label": "", "metadata": {}, "score": "54.61662"}
{"text": "This can be done by first detecting the contention points - if any - on which the weak view disagrees with both strong views ; among these , the next query is the one on which the weak view makes the most confident prediction .", "label": "", "metadata": {}, "score": "54.709663"}
{"text": "The experimental results show that both the Perceptron and Winnow perform much better when using IG or DF than using odds ratio .It is further demonstrated that when using IG or DF , the classifiers are insensitive to the number of features and the number of training iterations , and not greatly sensitive to the size of training set .", "label": "", "metadata": {}, "score": "54.750435"}
{"text": "Berlin : Springer .MATH .Chu , W. , & Ghahramani , Z. ( 2005a ) .Extensions of Gaussian processes for ranking : semi - supervised and active learning .In NIPS workshop on learning to rank .Chu , W. , & Ghahramani , Z. ( 2005b ) .", "label": "", "metadata": {}, "score": "54.777477"}
{"text": "Abstract .The performance of two online linear classifiers - the Perceptron and Littlestone 's Winnow - is explored for two anti - spam filtering benchmark corpora - PU1 and Ling - Spam .We study the performance for varying numbers of features , along with three different feature selection methods : information gain ( IG ) , document frequency ( DF ) and odds ratio .", "label": "", "metadata": {}, "score": "54.94699"}
{"text": "For example , in the case of correlated views , the hypotheses learned in each view may be so similar that there are no contention points among which to select the next query .In terms of view incompatibility , remember that , for three of the 33 wrapper induction tasks , one of the views was so inaccurate that the Co - Testing could not outperform Random Sampling .", "label": "", "metadata": {}, "score": "54.97223"}
{"text": "References .Adomavicius , A. , Sankaranarayanan , R. , Sen , S. , & Tuzhilin , A. ( 2005 ) .Incorporating contextual information in recommender systems using a multidimensional approach .ACM Transactions on Information Systems , 23 ( 1 ) , 103 - 145 .", "label": "", "metadata": {}, "score": "55.27349"}
{"text": "Tables 2 , 3 , 4 show the improvements in more detail .The addition of unlabeled samples increases the range from 70 % to 100 % .In CML experiments , adding unlabeled samples increases the minimum accuracy from 0 % to 11.11 % .", "label": "", "metadata": {}, "score": "55.551163"}
{"text": "An additional application domain with strong and weak views , wrapper induction , is discussed at length in section 5.2 .The discotex ( Nahm & Mooney , 2000 ) system was designed to extract job titles , salaries , locations , etc from computer science job postings to the newsgroup austin.jobs .", "label": "", "metadata": {}, "score": "55.66598"}
{"text": "In contrast , Naive Co - Testing converges in a single query on just four of the 33 tasks , while the other two learners never converge in a single query .For the three tasks on which Aggressive Co - Testing does not learn 100 % accurate rules , the failure is due to the fact that one of the views is significantly less accurate than the other one .", "label": "", "metadata": {}, "score": "55.844856"}
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{"text": "From ranking to intransitive preference learning : rock - paper - scissors and beyond .In Proceedings of the ECML / PKDD workshop on preference learning ( pp .84 - 100 ) .Qin , T. , Liu , T. Y. , Xu , J. , & Li , H. ( 2010 ) .", "label": "", "metadata": {}, "score": "56.423203"}
{"text": "The results in Table 3 can be summarized as follows .First of all , no single - view algorithm outperforms Co - Testing in a statistically significant manner on any of the comparison points .Furthermore , except for the comparison with Query - by - Bagging and -Boosting on ad , where the difference in accuracy is statistically insignificant on almost all comparison points , CoTesting clearly outperform all algorithms on all domains .", "label": "", "metadata": {}, "score": "56.56122"}
{"text": "Each algorithm starts with two randomly chosen examples and then makes 18 successive queries .The results below can be summarized as follows : for 12 tasks , only the two Co - Testing algorithms learn 100 % accurate rules ; for another 18 tasks , Co - Testing and at least another algorithm reach 100 % accuracy , but Co - Testing requires the smallest number of queries .", "label": "", "metadata": {}, "score": "56.596992"}
{"text": "In Proceedings of the Conference on Computational Learing Theory , pp .237 - 245 .Soderland , S. ( 1999 ) .Learning extraction rules for semi - structured and free text .Machine Learning , 34 , 233 - 272 .", "label": "", "metadata": {}, "score": "56.691956"}
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{"text": "In this study we introduce GLAD , a new Semi - Supervised Learning ( SSL ) method for combining independent annotated datasets and unannotated datasets with the aim of identifying more robust sample classifiers .In our method , independent models are developed using subsets of genes for the annotated and unannotated datasets .", "label": "", "metadata": {}, "score": "56.883232"}
{"text": "Muslea , I. , Minton , S. , & Knoblock , C. ( 2002a ) .In The 19th International Conference on Machine Learning ( ICML-2002 ) , pp .435 - 442 .Muslea , I. , Minton , S. , & Knoblock , C. ( 2002b ) .", "label": "", "metadata": {}, "score": "57.12721"}
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{"text": "229 Muslea , Minton , & Knoblock Goldberg , P. , Goldman , S. , & Mathias , D. ( 1994 ) .Learning unions of boxes with membership and equivalence queries .In Proceedings of the Conference on Computational Learing Theory , pp .", "label": "", "metadata": {}, "score": "57.332764"}
{"text": "Abstract .This paper presents a framework for optimizing the preference learning process .In many real - world applications in which preference learning is involved the available training data is scarce and obtaining labeled training data is expensive .Fortunately in many of the preference learning situations data is available from multiple subjects .", "label": "", "metadata": {}, "score": "57.365173"}
{"text": "Cohen W ( 1995 )Fast effective rule induction .In : Machine learning : Proceedings of the 12th international conference , pp 115 - 123 .Drucker H , Wu D , Vapnik VN ( 1999 ) Support vector machines for spam categorization .", "label": "", "metadata": {}, "score": "57.50896"}
{"text": "Roark , B. Charniak , E. 1998 .Noun - phrase co - occurrence statistics for semi - automatic semantic lexicon construction In Proceedings of the 36th Annual Meeting of the Association for Computational Linguistics and COLING-98 ( ACL / COLING-98 ) , 1110 - 1116 .", "label": "", "metadata": {}, "score": "57.75218"}
{"text": "In contrast , Uncertainty Sampling ( US ) is applied only on ad and courses because mc4 , which is the base learner for tf , does not provide an estimate of the confidence of its prediction .As there is no known method for randomly sampling from the ib or mc4 version spaces , Query - by - Committee ( QBC ) is not applied to ad and tf .", "label": "", "metadata": {}, "score": "57.77027"}
{"text": "As is evident in figure 1 , adding unlabeled samples increased the mean accuracy of the models significantly .This figures shows the improvement of the classification by adding unlabeled samples into the experiments .Figure 2 displays the improvements of the classification accuracies for the population of unique classifiers in each cancer group .", "label": "", "metadata": {}, "score": "57.781174"}
{"text": "Artif Intell 97(1 - 2):325 - 343 MATH MathSciNet CrossRef .Bel N , Koster CHA , Villegas M ( 2003 ) Cross - lingual text categorization .In : Proceedings the 7th European conference on digital library , LNCS 2769 , pp 126 - 139 .", "label": "", "metadata": {}, "score": "58.089935"}
{"text": "Finally , the version space V SH , L represents the subset of hypotheses in H that are consistent with the training set L. By definition , a passive learning algorithm takes as input a randomly chosen training set L. In contrast , active learning algorithms have the ability to choose the examples in L. That is , they detect the most informative examples in the instance space X and ask the user to label only them ; the examples that are chosen for labeling are called queries .", "label": "", "metadata": {}, "score": "58.12355"}
{"text": "Goldman , S. , & Mathias , D. ( 1992 ) .Learning k -term DNF formulas with an incomplete membership oracle .In Proceedings of the Conference on Computational Learing Theory , pp .77 - 84 .Goldman , S. , & Zhou , Y. ( 2000 ) .", "label": "", "metadata": {}, "score": "58.362106"}
{"text": "Active - Decorate was successfully used for domains with nominal and numeric features , but it is unclear how it could be applied to domains such as text classification or extraction , where generating the artificial examples may be problematic .208 Active Learning with Multiple Views - Query - by - Bagging and Query - by - Boosting ( Abe & Mamitsuka , 1998 ) create the committee by using the well - known bagging ( Breiman , 1996 ) and boosting ( Schapire , 1990 ) algorithms , respectively .", "label": "", "metadata": {}, "score": "58.4427"}
{"text": "Category learning from multi - modality .Neural Computation , 10 ( 5 ) , 1097 - 1117 .Dempster , A. , Laird , N. , & Rubin , D. ( 1977 ) .Maximum likelihood from incomplete data vie the em algorithm .", "label": "", "metadata": {}, "score": "58.46104"}
{"text": "Biometrika , 67 , 381 - 388 .MathSciNet MATH CrossRef .Freund , Y. , Shamir , E. , & Tishby , N. ( 1997 ) .Selective sampling using the query by committee algorithm .Machine Learning , 28 ( 2 - 3 ) , 133 - 168 .", "label": "", "metadata": {}, "score": "58.589123"}
{"text": "95 % ) obtained in a pair - wise comparison of the various algorithms .These comparisons are performed on the right - most half of each learning curve ( i.e. , towards convergence ) .The best way to explain the results in Table 3 is via examples : the results of comparing Naive Co - Testing and Random Sampling on ad appear in the first three columns of the first row .", "label": "", "metadata": {}, "score": "58.65455"}
{"text": "A case frame learning method for Japanese polysemous verbs In Papers from the 1995 AAAI Symposium on the Representation and Acquisition of Lexical Knowledge : Polysemy , Ambiguity , and Generativity , 45 - 50 Stanford , CA .Hastings , P. 1996 .", "label": "", "metadata": {}, "score": "58.68634"}
{"text": "Both authors read and approved the final manuscript .Authors ' Affiliations .Exagen Diagnostics , Inc. Houston .Department of Electrical and Computer Engineering , Texas A&M University .References .Schena M , Shalon D , Davis RW , Brown PO : Quantitative monitoring of gene expression patterns with a complementary DNA microarray .", "label": "", "metadata": {}, "score": "59.05458"}
{"text": "Journal of the Acoustical Society of America , 122 ( 2 ) , 1150 - 1164 .CrossRef .Arens , R. ( 2008 ) .Learning SVM ranking function from user feedback using document metadata and active learning in the biomedical domain .", "label": "", "metadata": {}, "score": "59.151985"}
{"text": "Shipp MA , et al . :Diffuse large B - cell lymphoma outcome prediction by gene expression profiling and supervised machine learning .Nature Medicine 2002 , 8 : 68 - 74 .View Article PubMed .Savage KJ , et al .", "label": "", "metadata": {}, "score": "59.24286"}
{"text": "Ninth International Conference on Information and Knowledge Management ( CIKM-2000 ) 2000 , 86 - 93 .Li T , Zhu S , Li Q , Ogihara M : Gene Functional Classification by Semi - supervised Learning from heterogeneous data .Proceedings of The 18th Annual ACM Symposium on Applied Computing ( SAC 2003)-Bioinformatics Track 2003 , 78 - 82 .", "label": "", "metadata": {}, "score": "59.438046"}
{"text": "If available , labels were removed from one of the component datasets , thus creating a combined dataset with both labeled and unlabeled subsets .All datasets were produced using Affymetrix GeneChips , and in two cases the labeled and unlabeled datasets were collected with different Affymetrix GeneChips .", "label": "", "metadata": {}, "score": "59.50436"}
{"text": "Morgan Kaufman .Oates , T. , Eyler - Walker , Z. , Cohen , P. 1999 .Using syntax to learn semantics : an experiment in language acquisition with a mobile robot 99 - 35 , University of Massachusetts , Computer Science Department .", "label": "", "metadata": {}, "score": "59.559784"}
{"text": "Nahm and Mooney ( 2000 ) show that the mined rules improve the extraction accuracy by capturing information that complements the rapier extraction rules .Another domain with strong and weak views is presented by Kushmerick et al .( 2001 ) .", "label": "", "metadata": {}, "score": "59.690617"}
{"text": "Springer - Verlag .Thompson , C. A. , Califf , M. E. , Mooney , R. J. 1999 .Active learning for natural language parsing and information extraction In Proceedings of the Sixteenth International Conference on Machine Learning ( ICML-99 ) , 406 - 414 Bled , Slovenia .", "label": "", "metadata": {}, "score": "59.84784"}
{"text": "4.1 The Family of Algorithms Table 1 provides a formal description on the Co - Testing family of algorithms .Co- Testing algorithms work as follows : first , they learn the classifiers h1 , h2 , . . ., hk by applying the algorithm L to the projection of the examples in L onto each view .", "label": "", "metadata": {}, "score": "59.87384"}
{"text": "Finally , on tf the algorithms start with 110 randomly chosen examples and make 20 queries after each of the 100 learning episodes .Figures 1 and 2 display the learning curves of the various algorithms on ad , tf , and course .", "label": "", "metadata": {}, "score": "59.9015"}
{"text": "San Mateo , CA : Morgan Kaufmann .[ Sassano , 2003 ] Sassano , M. , 2003 .Virtual Examples for Text Classification with Support Vector Machines .In Proceedings of the 2003 conference on Empirical methods in natural language processing . , 2003 .", "label": "", "metadata": {}, "score": "60.01367"}
{"text": "On the remaining 15 tasks , wien requires between 25 and 90 examples4 to learn the correct rule .For the same 15 tasks , both Aggressive and Naive Co - Testing learn 100 % accurate rules based on at most eight examples ( two random plus at most six queries ) .", "label": "", "metadata": {}, "score": "60.05184"}
{"text": "5.1.1 The Views used by Co - Testing We applied Co - Testing to three real - world classification domains for which there is a natural , intuitive way to create two views : - ad ( Kushmerick , 1999 ) is a classification problem with two classes , 1500 attributes , and 3279 examples .", "label": "", "metadata": {}, "score": "60.184692"}
{"text": "Data mining using MLC++ , a machine learning library in C++ .International Journal of AI Tools , 6(4 ) , 537 - 566 .Kushmerick , N. ( 1999 ) .Learning to remove internet advertisements .In Proceedings of the Third International Conference on Autonomous Agents ( Agents-99 ) , pp .", "label": "", "metadata": {}, "score": "60.25946"}
{"text": "In the Bayesian framework , one can create the committee by sampling classifiers according to their posterior distributions ; that is , the better a hypothesis explains the training data , the more likely it is to be sampled .The main limitation of Query - by - Committee is that it can be applied only to base learners for which it is feasible to randomly sample hypotheses from the version space .", "label": "", "metadata": {}, "score": "60.333336"}
{"text": "In Proceedings of the 12th International Conference on Machine Learning , pp .150 - 157 .Dasgupta , S. , Littman , M. , & McAllester , D. ( 2001 ) .PAC generalization bounds for cotraining .In Neural Information Processing Systems , pp .", "label": "", "metadata": {}, "score": "60.367306"}
{"text": "It follows that rules such as R1 and R2 represent descriptions of the same concept ( i.e. , beginning of phone number ) that are learned in two different views : the sequences of tokens that precede and follow the beginning of the item , respectively .", "label": "", "metadata": {}, "score": "60.679176"}
{"text": "Tech . rep .YALEU / DCS / TR-1019 , Yale University .Angluin , D. , Krikis , M. , Sloan , R. , & Turan , G. ( 1997 ) .Malicious omissions and errors in answers to membership queries .", "label": "", "metadata": {}, "score": "60.73987"}
{"text": "Androutsopoulos I , Koutsias J , Chandrinos KV , Spyropoulos CD ( 2000 )An experimental comparison of Naive Bayesian and keyword - based anti - spam filtering with encrypted personal e - mail messages .In : Proceedings of the 23rd annual international ACM SIGIR conference on research and development in information retrieval , pp 160 - 167 .", "label": "", "metadata": {}, "score": "60.884712"}
{"text": "Information , prediction , and query by committee .In Advances in neural information processing systems ( NIPS ) ( pp .483 - 490 ) .Hall , M. , Frank , E. , Holmes , G. , Pfahringer , B. , Reutemann , P. , & Witten , I. H. ( 2009 ) .", "label": "", "metadata": {}, "score": "60.894257"}
{"text": "Technical Report Report UBE - SOL , IMCR-008 , Internet Mail Consortium .Androutsopoulos I , Paliouras G , Karkaletsis V , Sakkis G , Spyropoulos CD , Stamatopoulos P ( 2000 ) Learning to filter spam e - mail : a comparison of a Naive Bayesian and a memory - based approach .", "label": "", "metadata": {}, "score": "61.677433"}
{"text": "5.1.3 The Experimental Results The learners ' performance is evaluated based on 10-fold , stratified cross validation .On ad , each algorithm starts with 150 randomly chosen examples and makes 10 queries after each of the 40 learning episodes , for a total of 550 labeled examples .", "label": "", "metadata": {}, "score": "61.69934"}
{"text": "In Proceedings of the 25th international conference on machine learning ( pp .208 - 215 ) .CrossRef .Doyle , J. ( 2004 ) .Prospects for preferences .Computational Intelligence , 20 ( 2 ) , 111 - 136 .", "label": "", "metadata": {}, "score": "61.9784"}
{"text": "In Advances in neural information processing systems ( pp .640 - 646 ) .Tversky , A. ( 1998 ) .Preference , belief , and similarity .Cambridge : MIT Press .Xu , Z. , Kersting , K. , & Joachims , T. ( 2010 ) .", "label": "", "metadata": {}, "score": "62.10697"}
{"text": "Hidalgo JMG ( 2002 )Evaluating cost - sensitive unsolicited bulk email categorization .In : Proceedings of ACM symposium on applied computing , pp 615 - 620 .Yang L , Xiaoping D , Ping L , Zhihui H , Chen G , Huanlin L ( 2002 )", "label": "", "metadata": {}, "score": "62.17209"}
{"text": "231 Muslea , Minton , & Knoblock Reddy , C. , & Tadepalli , P. ( 1997 ) .Learning horn definitions with equivalence and membership queries .In Proceedings of the 7th International Workshop on Inductive Logic Programming , pp .", "label": "", "metadata": {}, "score": "62.260643"}
{"text": "As many available datasets will not have the desired annotation for any samples , this method extends the usability of the limited number of adequately annotated microarray datasets .Methods .Datasets .We conducted three experiments , each addressing a different cancer diagnostic problem : ALL / AML differential diagnosis , prediction of response to imatinib in CML , and prediction of outcome in DLBCL .", "label": "", "metadata": {}, "score": "62.392815"}
{"text": "In Proceedings of the 19th annual conference on uncertainty in artificial intelligence ( pp .98 - 106 ) .Boyd , S. , & Vandenberghe , L. ( 2004 ) .Convex optimization .Cambridge : Cambridge University Press .MATH .", "label": "", "metadata": {}, "score": "62.585663"}
{"text": "Lawrence Erlbaum , Hillsdale , NJ .Collins , M. Singer , Y. 1999 .Unsupervised models for named entity classification In Proceedings of the Conference on Empirical Methods in Natural Language Processing and Very Large Corpora ( EMNLP / VLC-99 ) University of Maryland .", "label": "", "metadata": {}, "score": "62.60694"}
{"text": "Even though the weak views are inadequate for learning the target concept , they can be exploited by Co - Testing both in the SelectQuery ( ) and CreateOutputHypothesis ( ) functions .In particular , weak views are extremely useful for domains that have only two strong views : - the weak view can be used in CreateOutputHypothesis ( ) as a tie - breaker when the two strong views predict a different label . -", "label": "", "metadata": {}, "score": "62.6416"}
{"text": ", hk to all unlabeled examples in U and create the set of contention points , which consists of all unlabeled examples for which at least two of these hypotheses predict a different label .Finally , they query one of the contention points and then repeat the whole process for a number of iterations .", "label": "", "metadata": {}, "score": "62.652428"}
{"text": "Blood 2003 , 102 : 3871 - 9 .View Article PubMed .Copyright .\u00a9 Harris and Ghaffari .This article is published under license to BioMed Central Ltd. Co- training .Co- training is a machine learning algorithm used when there are only small amounts of labeled data and large amounts of unlabeled data .", "label": "", "metadata": {}, "score": "62.737007"}
{"text": "The cluster separation term is given by a modified ratio of the inter - cluster distance to the mean cluster size .The consistent proportion term , is defined as the RMS difference between the sorted actual and expected class priors .", "label": "", "metadata": {}, "score": "63.11254"}
{"text": "5.2.1 The Views used by Co - Testing Consider the illustrative task of extracting phone numbers from documents similar to the fragment in Figure 3 . R2 ignores everything until it finds \" Cuisine \" and then , again , skips to the first number between parentheses .", "label": "", "metadata": {}, "score": "63.182983"}
{"text": "Selective sampling using the query by committee algorithm .Machine Learning , 28 , 133 - 168 .Ghani , R. ( 2002 ) .Combining labeled and unlabeled data for multiclass text classification .In Proceedings of the 19th International Conference on Machine Learning ( ICML-2002 ) , pp .", "label": "", "metadata": {}, "score": "63.325"}
{"text": "In : Proceedings of 12th Chinese computer society conference on network and data communication , pp 211 - 215 .Sahami M , Dumais S , Heckerman D , Horvitz E ( 1998 )A Bayesian approach to filtering junk e - mail .", "label": "", "metadata": {}, "score": "63.463486"}
{"text": "We then use a set of hardness measures to understand why some instances are harder to classify correctly than others .We find that class overlap is a principal contributor to instance hardness .We seek to integrate this information into the training process to alleviate the effects of class overlap and present ways that instance hardness can be used to improve learning .", "label": "", "metadata": {}, "score": "63.473648"}
{"text": ": Semi - supervised analysis of gene expression profiles for lineage - specific development in the Caenorhabditis elegans embryo .Bioinformatics 2006 , 22 ( 14 ) : e417 - 423 .View Article PubMed .Armstrong SA , et al .", "label": "", "metadata": {}, "score": "63.725647"}
{"text": "CH and NG were employees of Exagen Diagnostics during the course of this research and the preparation of this manuscript .Additionally , CH owns stock in Exagen Diagnostics .Authors ' contributions .CH devised and implemented the GLAD algorithm , and contributed to the final preparation of the manuscript .", "label": "", "metadata": {}, "score": "63.780003"}
{"text": "Less is more : Active learning with support vector machines .In Proceedings of the 17th International Conference on Machine Learning ( ICML2000 ) , pp .839 - 846 .Seung , H. S. , Opper , M. , & Sompolinski , H. ( 1992 ) .", "label": "", "metadata": {}, "score": "63.937244"}
{"text": "In this paper we are concerned mostly with examples that are represented as feature vectors that store the values of the various attributes or features that describe the example .The concept to be learned is called the target concept , and it can be seen as a function c : X !", "label": "", "metadata": {}, "score": "63.981255"}
{"text": "Conclusion .In this study we proposed a new technique for concurrently mining labeled and unlabeled datasets .This method supplements standard supervised learning with clustering of data lacking clinical annotation to estimate the predictive power of gene subsets .The performance of our algorithm was evaluated in comparison with supervised learning only on microarray data from three different cancer types .", "label": "", "metadata": {}, "score": "64.366615"}
{"text": "The notationh x , c(x)i denotes such a training example .The symbol L is used to denote the set of labeled training examples ( also known as the training set ) .Given a training set L for the target concept c , an inductive learning algorithm L searches for a function h : X !", "label": "", "metadata": {}, "score": "64.74533"}
{"text": "- the output hypothesis is the rule learned in the view that makes the fewest mistakes over the allowed number of queries ( i.e. , winner - takes - all ) .Given the additional , content - based view , we can also implement an aggressive version of Co - Testing for wrapper induction : - the contention points are , again , the unlabeled examples on which the rules learned in the strong views do not extract the same string .", "label": "", "metadata": {}, "score": "65.054276"}
{"text": "The views and conclusions contained herein are those of the authors and should not be interpreted as necessarily representing the official policies or endorsements , either expressed or implied , of any of the above organizations or any person connected with them .", "label": "", "metadata": {}, "score": "65.082115"}
{"text": "For example , researchers considered learning with : - incomplete queries , for which the query 's answer may be \" I do n't know . \" 3.2 Selective Sampling Selective sampling represents an alternative active learning approach .It typically applies to classification tasks in which the learner has access to a large number of unlabeled examples .", "label": "", "metadata": {}, "score": "65.61618"}
{"text": "In this scenario , the rapier rules represent the strong view because they are sufficient for extracting the data of interest .In contrast , the mined rules represent the weak view because they can not be learned or used by themselves .", "label": "", "metadata": {}, "score": "65.90091"}
{"text": "Declarations .Acknowledgements .We thank Exagen Diagnostics for support in conducting this research and presenting these results .This article has been published as part of BMC Genomics Volume 9 Supplement 2 , 2008 : IEEE 7 th International Conference on Bioinformatics and Bioengineering at Harvard Medical School .", "label": "", "metadata": {}, "score": "66.03729"}
{"text": "Seung , H. S. , Opper , M. , & Sompolinsky , H. ( 1992 ) .Query by Committee .In Proceedings of the 5th annual workshop on computational learning theory ( pp .287 - 294 ) .Thrun , S. ( 1995 ) .", "label": "", "metadata": {}, "score": "66.533554"}
{"text": "On courses , we have applied both Co - Training and Co - EM in conjunction with the Naive Bayes base learner .Both these multi - view learners reach their maximum accuracy ( close to 95 % ) based on solely 12 labeled and 933 unlabeled examples , after which their 221 Muslea , Minton , & Knoblock Name : Gino 's .", "label": "", "metadata": {}, "score": "66.5972"}
{"text": "In Proceedings of the Conference on Computational Learing Theory , pp .175 - 186 .Amoth , T. , Cull , P. , & Tadepalli , P. ( 1999 ) .Exact learning of unordered tree patterns from queries .In Proceedings of the Conference on Computational Learing Theory , pp .", "label": "", "metadata": {}, "score": "67.188286"}
{"text": "TREC 11 experiments at CAS - ICT : filtering and web .In : Proceedings of the 11th text retrieval conference , pp 105 - 115 Affiliated with .Affiliated with .Abstract .The growing body of DNA microarray data has the potential to advance our understanding of the molecular basis of disease .", "label": "", "metadata": {}, "score": "67.59044"}
{"text": "References .Vaughan Nichols SJ ( 2003 )Saving private e - mail .IEEE Spectr 40(8):40 - 44 CrossRef .Whitworth B , Whitworth E ( 2004 )Spam and the social - technical gap .IEEE Comput 37(10):37 - 45 .", "label": "", "metadata": {}, "score": "68.35646"}
{"text": "In this case , V1 uses features specific to the shift - reduce parser : the elements in the input list and the partial trees in the stack .V2 consists of features specific to the Japanese tree given as input .", "label": "", "metadata": {}, "score": "68.46311"}
{"text": "Inductive logic programming for corpus - based acquisition of semantic lexicons In Proceedings of 2nd Learning Language in Logic ( LLL )Workshop Lisbon , Portugal .Siklossy , L. 1972 .Natural language learning by computer In Simon , H. A. Siklossy , L. , Representation and meaning : Experiments with Information Processsing Systems .", "label": "", "metadata": {}, "score": "68.62718"}
{"text": "Nature Genetics 2002 , 30 : 41 - 47 .View Article PubMed .Frank O , et al . :Gene expression signature of primary imatinib - resistant chronic myeloid leukemia patients .Leukemia 2006 , 20 : 1400 - 7 .", "label": "", "metadata": {}, "score": "69.09914"}
{"text": "Yong ASM , et al .: Molecular profiling of CD34 + cells identifies low expression of CD7 , along with high expression of proteinase 3 or elastase , as predictors of longer survival in patients with CML .Blood 2006 , 107 : 205 - 12 .", "label": "", "metadata": {}, "score": "69.7679"}
{"text": "Available under Open Access This content is freely available online to anyone , anywhere at any time .Abstract .Hybrid learning methods use theoretical knowledge of a domain and a set of classified examples to develop a method for classification .", "label": "", "metadata": {}, "score": "70.115974"}
{"text": "Acknowledgments This research is based upon work supported in part by the National Science Foundation under Award No . IIS-0324955 and grant number 0090978 , in part by the Defense Advanced Research Projects Agency ( DARPA ) , through the Department of the Interior , NBC , Acquisition Services Division , under Contract No . NBCHD030010 , and in part by the Air Force 227 Muslea , Minton , & Knoblock Office of Scientific Research under grant number FA9550 - 04 - 1 - 0105 .", "label": "", "metadata": {}, "score": "71.378105"}
{"text": "Select the SEEK icon to attempt to find the referenced article .If it does not appear to be in cogprints you will be forwarded to the paracite service .Poorly formated references will probably not work .[ Abu\u00acMostafa , 1995 ] Abu - Mostafa , Y.S. , 1995 .", "label": "", "metadata": {}, "score": "71.74446"}
{"text": ", xk , ?i. For any example x , Vi(x ) denotes the descriptions xi of x in Vi .Similarly , Vi(L ) consists of the descriptions in Vi of all the examples in L. 205 Muslea , Minton , & Knoblock 3 .", "label": "", "metadata": {}, "score": "71.79243"}
{"text": "For each experiment , we did the following : .Iterate GLAD algorithm on labeled training data only .Iterate GLAD algorithm on labeled and unlabeled training data .Compare model accuracy on test data across generated populations of models .In these experiments , GLAD was run for 100 iterations with a population size of 5000 , and a subset size of 3 features .", "label": "", "metadata": {}, "score": "73.624374"}
{"text": "By convention , the rightmost point on the X axis , which is labeled \" 19 queries \" , represents the number of tasks that require more than the allowed 18 queries to learn a 100 % accurate rule .Query - by - Bagging need hundreds of queries to learn the correct rules , the histograms would become difficult to read if the entire X axis were shown .", "label": "", "metadata": {}, "score": "73.72485"}
{"text": "Figure 4 shows the aggregate performance of the four algorithms over the 33 tasks .In each of the six graphs , the X axis shows the number of queries made by the algorithm , while the Y axis shows the number of tasks for which a 100 % accurate rule was learned based on exactly X queries .", "label": "", "metadata": {}, "score": "73.8766"}
{"text": "Technical report 2004/2 , NCSR \" Demokritos \" .Schneider K ( 2003 )A comparison of event models for Naive Bayes anti - spam e - mail filtering .In : Proceedings of the 10th conference of the European chapter of the association for computational linguistics , pp 307 - 314 .", "label": "", "metadata": {}, "score": "75.73178"}
{"text": "View Article PubMed .Eisen MB , Spellman PT , Brown PO , Botstein D : Cluster analysis and display of genome - wide expression patterns .PNAS 1998 , 95 : 14863 - 14868 .View Article PubMed .Golub TR , et al .", "label": "", "metadata": {}, "score": "76.64992"}
{"text": "Table 3 summarizes the statistical significance results ( t - test confidence of at least 1 .In a preliminary experiment , we have also ran the algorithms of the individual views .The results on V1 and V2 were either worse then those on V1 [ V2 or the differences were statistically insignificant .", "label": "", "metadata": {}, "score": "77.84213"}
{"text": "html ) to add more citations .Yarowsky wrote an early paper describing how to learn to disambiguate word senses .It makes the assumption that each occurance of a word ( e.g. , \" bank \" ) in a document has the same meaning ( e.g. , river bank or financial bank ) .", "label": "", "metadata": {}, "score": "78.582886"}
{"text": "The analysis and promising experimental results indicate that the Perceptron and Winnow are two very competitive classifiers for anti - spam filtering .Keywords .Online linear classifier Perceptron Winnow Anti - spam filtering .This work was carried out while the first author was visiting Dublin City University supported by a China State Scholarship .", "label": "", "metadata": {}, "score": "82.72928"}
{"text": "GenBank Gene Accession Numbers were used to generate the common features .Table 1 provides additional details on these datasets .Demonstrations .For this study we implemented a GLAD algorithm as a wrapper technique for feature selection .A Genetic Algorithm ( GA ) is used for generating a population of relevant feature subsets .", "label": "", "metadata": {}, "score": "83.80272"}
{"text": "The view V1 consists of all textual features that describe the image ; e.g. , 1-grams and 2-grams from the caption , from the url of the page that contains the image , from the url of the page the image points to , etc .", "label": "", "metadata": {}, "score": "87.19432"}
{"text": "In the first evaluation of GLAD performance , test data classification accuracy was compared between models identified using only labeled data and models using both labeled and unlabeled data .Figure 1 shows the results for three cancer groups .The top 5 % of the model populations were used to generate these histograms .", "label": "", "metadata": {}, "score": "87.361374"}
{"text": "PhD Thesis .Sydney , Australia : University of Technology Sydney .", "label": "", "metadata": {}, "score": "94.18596"}
{"text": "For example , a page that contains a list of 100 names , all labeled , represents a single labeled example .In contrast , for stalker the same labeled document represents 100 distinct labeled examples .In order to compare the wien and stalker results , we convert the wien data to stalker - like data by multiplying the number of labeled wien pages by the average number of item occurrences in each page .", "label": "", "metadata": {}, "score": "100.779884"}
|
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comes equipped with: Wood Trim, AM/FM, Removable Hard Top This Mercedes-Benz is in Good overall exterior condition, Good overall interior condition, Leather seats - Contact Sales Department at 630-409-0555 or sales@napervilleautohaus.com for more information. -"], "title": "1983 Mercedes-Benz 380-Class 380 SL ", "total_results": "732", "price": "11977", "kilometers": 179665.767, "total_pages": 32, "href": "https://www.carsforsale.com/vehicle/details/30836103", "brand": "Mercedes-Benz", "reference_id": "30836103", "year": "1983", "model": "380-Class", "specs": {"Engine": "3.8L V8", "Mileage": "111,663 miles", "Exterior Color": "Beige", "Transmission": "Automatic 4-Speed", "Interior Color": "Brown", "Drive Train": "RWD", "Fuel": "Gasoline"}},
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{"src": ["https://cdn04.carsforsale.com/3/330991/10145198/882286771.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286775.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286692.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286699.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286762.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286704.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286766.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286759.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286709.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286713.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286754.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286719.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286726.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286730.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286732.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286737.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286743.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286748.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286751.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286790.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286777.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286780.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286782.jpg", "https://cdn04.carsforsale.com/3/330991/10145198/882286785.jpg"], "mileage": "86000", "description": ["1984 MERCEDES 380SL Original and MINT", "This two owner car has been in California its whole life.", "2nd owner purchased it in 1986 and has owned it up until now.", "Low miles and gorgeous. Original color is Signal Red / Palomino Tan.", "We have had the seats re-done with Mercedes covers, the rest of interior is original and immaculate, including the dash.", "The car is accident free and rust free.", "Probably the prettiest color combination to have on one of these cars.", "We have owner history, this car has been exceptionally cared for and is in fabulous condition.", "Good German soft top, hard top and tires.", "Just had a $2500 service from Mercedes. The fuel injection and vacuum system is all new along with valve cover gaskets etc.", "The engine runs like new and the car drives like new.", "This SL will be one of the strongest and smoothest driving examples around.", "This 380 SL is beautiful !!.", "Any inspection welcome", "Please call us at Sportscar LA, should you have any questions. thank you", " 1- 310-297-2671 USA", "001-310-297-2671 INTERNATIONAL", "SportsCar LA", "WE SHIP WORLDWIDE", "Please note:", "All cars sold as-is. We encourage inspections.", "Please be advised that all sales are subject to a $150 documentation and processing fee.", "All cars sold in California are subject to CA Sales Tax and Licensing. Thank you."], "title": "1984 Mercedes-Benz 380-Class 380 SL ", "total_results": "732", "price": "17500", "kilometers": 138374.0, "total_pages": 32, "href": "https://www.carsforsale.com/vehicle/details/30799316", "brand": "Mercedes-Benz", "reference_id": "30799316", "year": "1984", "model": "380-Class", "specs": {"Engine": "3.8L V8", "Mileage": "86,000 miles", "Exterior Color": "", "Transmission": "Automatic 4-Speed", "Interior Color": "", "Drive Train": "RWD", "Fuel": "Gasoline"}},
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{"src": ["https://cdn02.carsforsale.com/456956/BD42FCE3-2E48-4242-BE93-22E5155C227A_1.jpg", "https://cdn02.carsforsale.com/456956/BD42FCE3-2E48-4242-BE93-22E5155C227A_2.jpg", "https://cdn02.carsforsale.com/456956/BD42FCE3-2E48-4242-BE93-22E5155C227A_3.jpg", "https://cdn02.carsforsale.com/456956/BD42FCE3-2E48-4242-BE93-22E5155C227A_4.jpg", "https://cdn02.carsforsale.com/456956/BD42FCE3-2E48-4242-BE93-22E5155C227A_5.jpg"], "mileage": "102000", "description": ["1968 Mercedes Benz 250 SL Pagoda Roadster with hard to find and much sought after manual transmission. Fully restored to its original splendor. All mechanical systems have been checked and rebuilt or restored as necessary. All cosmetic aspects of car have been refinished or replaced. Must see to appreciate."], "title": "1968 Mercedes-Benz SL-Class ", "total_results": "732", "price": "95000", "kilometers": 164118.0, "total_pages": 32, "href": "https://www.carsforsale.com/vehicle/details/30982502", "brand": "Mercedes-Benz", "reference_id": "30982502", "year": "1968", "model": "SL-Class", "specs": {"Engine": "Inline", "Mileage": "102,000 miles", "Exterior Color": "White", "Transmission": "Manual", "Interior Color": "Red", "Drive Train": "", "Fuel": "Gasoline"}},
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} |
{
"first_traded_price": 51171.0,
"highest_price": 5.34e4,
"isin": "IRO1ARDK0001",
"last_traded_price": 52829.0,
"lowest_price": 51171.0,
"trade_volume": 2934727.0,
"unix_time": 1467590400
} |
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