premise string | hypothesis string | label int64 |
|---|---|---|
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust | | | 004 | Hemingway,Melville |
| --- | --- |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 1 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust | | | tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 0 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville | | | 005 | Flaubert,Zola |
| --- | --- |
| 006 | Hemingway,Golding | | 1 |
| tid | itemset |
| --- | --- |
| 001 | Joyce,Beckett,Proust |
| 002 | Faulkner,Hemingway,Melville |
| 003 | Joyce,Proust |
| 004 | Hemingway,Melville | | | 004 | Hemingway,Melville |
| --- | --- |
| 005 | Flaubert,Zola |
| 006 | Hemingway,Golding | | 0 |
| Length(s) | HammingDistance |
| --- | --- |
| 5,6 | 1 | | | 6,8 | 2 |
| --- | --- |
| 9,10,11 | 3 |
| 12,13,14 | 4 |
| 15 | 5 | | 1 |
| Length(s) | HammingDistance |
| --- | --- |
| 5,6 | 1 | | | Name | #ClsSbp | OrigT | SbpT |
| --- | --- | --- | --- |
| hamming10-2<br>hamming10-4<br>hamming6-4<br>hamming8-2<br>hamming8-4 | 81<br>1<br>437<br>85<br>253 | 1000<br>886.57<br>0.17<br>1000<br>0.36 | 0.19<br>496.79<br>0.15<br>0.21<br>0.11 |
| MANNa27<br>MANNa45<br>MANNa81 | 85<br>79<br>79 | 1000<br>1000<br>1000 | 0.24<br>0.20<br>0.19 |
| hole10<br>hole11<br>hole12<br>hole7<br>hole8<br>hole9 | 758<br>922<br>1102<br>362<br>478<br>610 | 42.11<br>510.90<br>1000<br>0.10<br>0.40<br>3.68 | 0.24<br>0.47<br>1.78<br>0.11<br>0.13<br>0.17 |
| Urq35<br>Urq45 | 29<br>43 | 83.33<br>1000 | 0.27<br>50.88 |
| chnl1011<br>chnl1012<br>chnl1112 | 1954<br>2142<br>2370 | 1000<br>1000<br>1000 | 41.79<br>328.12<br>420.19 | | 0 |
| Length(s) | HammingDistance |
| --- | --- |
| 5,6 | 1 |
| 6,8 | 2 |
| 9,10,11 | 3 | | | 12,13,14 | 4 |
| --- | --- |
| 15 | 5 | | 1 |
| Length(s) | HammingDistance |
| --- | --- |
| 5,6 | 1 |
| 6,8 | 2 |
| 9,10,11 | 3 | | | MANNa27<br>MANNa45<br>MANNa81 | 85<br>79<br>79 | 1000<br>1000<br>1000 | 0.24<br>0.20<br>0.19 |
| --- | --- | --- | --- |
| hole10<br>hole11<br>hole12<br>hole7<br>hole8<br>hole9 | 758<br>922<br>1102<br>362<br>478<br>610 | 42.11<br>510.90<br>1000<br>0.10<br>0.40<br>3.68 | 0.24<br>0.47<br>1.78<br>0.11<br>0.13<br>0.17 |
| Urq35<br>Urq45 | 29<br>43 | 83.33<br>1000 | 0.27<br>50.88 |
| chnl1011<br>chnl1012<br>chnl1112 | 1954<br>2142<br>2370 | 1000<br>1000<br>1000 | 41.79<br>328.12<br>420.19 | | 0 |
| 2xylerfjgat6kf3s.onion:8333 | h2vlpudzphzqxutd.onion:8333 |
| --- | --- |
| 2zdgmicx7obtivug.onion:8333 | hkxy4jpeniuwouiv.onion:8333 |
| 3ffk7iumtx3cegbi.onion:8333 | iksneq25weneygcj.onion:8333 |
| 3lxko7l4245bxhex.onion:8333 | k22qrck6cetfj655.onion:8333 |
| 4crhf372poejlc44.onion:8333 | kjy2eqzk4zwi5zd3.onion:8333 |
| 5k4vwyy5stro33fb.onion:8333 | lazsruhzupsgpvwm.onion:8333 |
| 6fizop6wctokuxyk.onion:8333 | lfmwsd65ltykrp74.onion:8333 |
| 6fp3i7f2pbie7w7t.onion:8333 | luruc27g24y7ewwi.onion:8333 |
| 7g7j54btiaxhtsiy.onion:8333 | pqosrh6wfaucet32.onion:8333 |
| 7pkm6urc5hlgwlyc.onion:8333 | pt2awtcs2ulm75ig.onion:8333 |
| b2ykuvob44fn36wo.onion:8333 | pxl7ytsd2aiydadi.onion:8333 |
| b6fr7dlbu2kpiysf.onion:8333 | qsntokcdbwzmb2i5.onion:8333 |
| bitcoinostk4e4re.onion:8333 | sbow7bnje2f4gcvt.onion:8333 |
| bk5ejfe56xakvtkk.onion:8333 | td7tgof3imei3fm6.onion:8333 |
| btc4xysqsf3mmab4.onion:8333 | tfu4kqfhsw5slqp2.onion:8333 |
| btcnet3utgzyz2bf.onion:8333 | thfsmmn2jbitcoin.onion:8333 |
| by4ec3pkia7s7wy2.onion:8333 | ukronionufi6qhtl.onion:8333 |
| dioq2yg3l5ptgpge.onion:8333 | vqpye2k5rcqvj5mq.onion:8333 |
| dqretelgl3kjtzei.onion:8333 | wc5nztpe26jrjmoo.onion:8333 |
| drp4pvejybx2ejdr.onion:8333 | xudkoztdfrsuyyou.onion:8333 |
| e3tn727fywnioxrc.onion:8333 | z3isvv4llrmv57lh.onion:8333 | | | evolynhit7shzeet.onion:8333 | zc6fabqhrjwdle3b.onion:8333 |
| --- | --- |
| gb5ypqt63du3wfhn.onion:8333 | zy3kdqowmrb7xm7h.onion:8333 | | 1 |
| 2xylerfjgat6kf3s.onion:8333 | h2vlpudzphzqxutd.onion:8333 |
| --- | --- |
| 2zdgmicx7obtivug.onion:8333 | hkxy4jpeniuwouiv.onion:8333 |
| 3ffk7iumtx3cegbi.onion:8333 | iksneq25weneygcj.onion:8333 |
| 3lxko7l4245bxhex.onion:8333 | k22qrck6cetfj655.onion:8333 |
| 4crhf372poejlc44.onion:8333 | kjy2eqzk4zwi5zd3.onion:8333 |
| 5k4vwyy5stro33fb.onion:8333 | lazsruhzupsgpvwm.onion:8333 |
| 6fizop6wctokuxyk.onion:8333 | lfmwsd65ltykrp74.onion:8333 |
| 6fp3i7f2pbie7w7t.onion:8333 | luruc27g24y7ewwi.onion:8333 |
| 7g7j54btiaxhtsiy.onion:8333 | pqosrh6wfaucet32.onion:8333 |
| 7pkm6urc5hlgwlyc.onion:8333 | pt2awtcs2ulm75ig.onion:8333 |
| b2ykuvob44fn36wo.onion:8333 | pxl7ytsd2aiydadi.onion:8333 |
| b6fr7dlbu2kpiysf.onion:8333 | qsntokcdbwzmb2i5.onion:8333 |
| bitcoinostk4e4re.onion:8333 | sbow7bnje2f4gcvt.onion:8333 |
| bk5ejfe56xakvtkk.onion:8333 | td7tgof3imei3fm6.onion:8333 |
| btc4xysqsf3mmab4.onion:8333 | tfu4kqfhsw5slqp2.onion:8333 |
| btcnet3utgzyz2bf.onion:8333 | thfsmmn2jbitcoin.onion:8333 |
| by4ec3pkia7s7wy2.onion:8333 | ukronionufi6qhtl.onion:8333 |
| dioq2yg3l5ptgpge.onion:8333 | vqpye2k5rcqvj5mq.onion:8333 |
| dqretelgl3kjtzei.onion:8333 | wc5nztpe26jrjmoo.onion:8333 |
| drp4pvejybx2ejdr.onion:8333 | xudkoztdfrsuyyou.onion:8333 |
| e3tn727fywnioxrc.onion:8333 | z3isvv4llrmv57lh.onion:8333 | | | # | Address | Source(s) |
| --- | --- | --- |
| 1 | 1PoebUjR5pdH88tc9ECQ1PCLaCrtPnG9fm | |
| 2 | 128pJdREzcR6xorYPQAPzGf8RwMQjRBzDt | |
| 3 | 15WUYqKerTtxi4rUEmnakw5gRMkr3nZCQd | |
| 4 | 1L66AcnbuZkYjs8eE6uVbTUxmorHYGKxFJ | |
| 5 | 16REtGSobiQZoprFnXZBR2mSWvRyUSJ3ag | |
| 6 | 16Z6sidfLrfNoxJNu4qM5zhRttJEUD3XoB | |
| 7 | 12LE1yNak3ZuNTLa95KYR2CQSKb6rZnELb | |
| 8 | 1JYYzNHDaGC7noiE4eKatuYA4AThqVocDd | |
| 9 | 1BhLzCZGY6dwQYgX4B6NR5sjDebBPNapvv | |
| 10 | 16yd1Wj2NZa2uLZ6W4UDCDJ2Ttw92uFaT7 | |
| 11 | 1LGnuv6KX9SXB8eM72dnBAcECeaC8Z2zje | |
| 12 | 1L7SLmazbbcy614zsDSLwz4bxz1nnJvDeV | |
| 13 | 19yqWit95eFGmUTYDLr3memcDoJiYgUppc | |
| 14 | 16N3jvnF7UhRh74TMmtwxpLX6zPQKPbEbh | |
| 15 | 1ApF4XayPo7Mtpe326o3xMnSgrkZo7TCWD | |
| And,27otherdistinctaddressesthatarelistedon | | | | 0 |
| 2xylerfjgat6kf3s.onion:8333 | h2vlpudzphzqxutd.onion:8333 |
| --- | --- |
| 2zdgmicx7obtivug.onion:8333 | hkxy4jpeniuwouiv.onion:8333 |
| 3ffk7iumtx3cegbi.onion:8333 | iksneq25weneygcj.onion:8333 |
| 3lxko7l4245bxhex.onion:8333 | k22qrck6cetfj655.onion:8333 |
| 4crhf372poejlc44.onion:8333 | kjy2eqzk4zwi5zd3.onion:8333 |
| 5k4vwyy5stro33fb.onion:8333 | lazsruhzupsgpvwm.onion:8333 |
| 6fizop6wctokuxyk.onion:8333 | lfmwsd65ltykrp74.onion:8333 |
| 6fp3i7f2pbie7w7t.onion:8333 | luruc27g24y7ewwi.onion:8333 |
| 7g7j54btiaxhtsiy.onion:8333 | pqosrh6wfaucet32.onion:8333 |
| 7pkm6urc5hlgwlyc.onion:8333 | pt2awtcs2ulm75ig.onion:8333 |
| b2ykuvob44fn36wo.onion:8333 | pxl7ytsd2aiydadi.onion:8333 |
| b6fr7dlbu2kpiysf.onion:8333 | qsntokcdbwzmb2i5.onion:8333 |
| bitcoinostk4e4re.onion:8333 | sbow7bnje2f4gcvt.onion:8333 |
| bk5ejfe56xakvtkk.onion:8333 | td7tgof3imei3fm6.onion:8333 |
| btc4xysqsf3mmab4.onion:8333 | tfu4kqfhsw5slqp2.onion:8333 |
| btcnet3utgzyz2bf.onion:8333 | thfsmmn2jbitcoin.onion:8333 |
| by4ec3pkia7s7wy2.onion:8333 | ukronionufi6qhtl.onion:8333 |
| dioq2yg3l5ptgpge.onion:8333 | vqpye2k5rcqvj5mq.onion:8333 | | | dqretelgl3kjtzei.onion:8333 | wc5nztpe26jrjmoo.onion:8333 |
| --- | --- |
| drp4pvejybx2ejdr.onion:8333 | xudkoztdfrsuyyou.onion:8333 |
| e3tn727fywnioxrc.onion:8333 | z3isvv4llrmv57lh.onion:8333 |
| evolynhit7shzeet.onion:8333 | zc6fabqhrjwdle3b.onion:8333 |
| gb5ypqt63du3wfhn.onion:8333 | zy3kdqowmrb7xm7h.onion:8333 | | 1 |
| 2xylerfjgat6kf3s.onion:8333 | h2vlpudzphzqxutd.onion:8333 |
| --- | --- |
| 2zdgmicx7obtivug.onion:8333 | hkxy4jpeniuwouiv.onion:8333 |
| 3ffk7iumtx3cegbi.onion:8333 | iksneq25weneygcj.onion:8333 |
| 3lxko7l4245bxhex.onion:8333 | k22qrck6cetfj655.onion:8333 |
| 4crhf372poejlc44.onion:8333 | kjy2eqzk4zwi5zd3.onion:8333 |
| 5k4vwyy5stro33fb.onion:8333 | lazsruhzupsgpvwm.onion:8333 |
| 6fizop6wctokuxyk.onion:8333 | lfmwsd65ltykrp74.onion:8333 |
| 6fp3i7f2pbie7w7t.onion:8333 | luruc27g24y7ewwi.onion:8333 |
| 7g7j54btiaxhtsiy.onion:8333 | pqosrh6wfaucet32.onion:8333 |
| 7pkm6urc5hlgwlyc.onion:8333 | pt2awtcs2ulm75ig.onion:8333 |
| b2ykuvob44fn36wo.onion:8333 | pxl7ytsd2aiydadi.onion:8333 |
| b6fr7dlbu2kpiysf.onion:8333 | qsntokcdbwzmb2i5.onion:8333 |
| bitcoinostk4e4re.onion:8333 | sbow7bnje2f4gcvt.onion:8333 |
| bk5ejfe56xakvtkk.onion:8333 | td7tgof3imei3fm6.onion:8333 |
| btc4xysqsf3mmab4.onion:8333 | tfu4kqfhsw5slqp2.onion:8333 |
| btcnet3utgzyz2bf.onion:8333 | thfsmmn2jbitcoin.onion:8333 |
| by4ec3pkia7s7wy2.onion:8333 | ukronionufi6qhtl.onion:8333 |
| dioq2yg3l5ptgpge.onion:8333 | vqpye2k5rcqvj5mq.onion:8333 | | | 8 | 1JYYzNHDaGC7noiE4eKatuYA4AThqVocDd | |
| --- | --- | --- |
| 9 | 1BhLzCZGY6dwQYgX4B6NR5sjDebBPNapvv | |
| 10 | 16yd1Wj2NZa2uLZ6W4UDCDJ2Ttw92uFaT7 | |
| 11 | 1LGnuv6KX9SXB8eM72dnBAcECeaC8Z2zje | |
| 12 | 1L7SLmazbbcy614zsDSLwz4bxz1nnJvDeV | |
| 13 | 19yqWit95eFGmUTYDLr3memcDoJiYgUppc | |
| 14 | 16N3jvnF7UhRh74TMmtwxpLX6zPQKPbEbh | |
| 15 | 1ApF4XayPo7Mtpe326o3xMnSgrkZo7TCWD | |
| And,27otherdistinctaddressesthatarelistedon | | | | 0 |
| 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0 | 0 | 5 | 0 | 0 | 0 | | | 131 | 1 | 0 | 11 | 6848 | 83 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 26 | 0 | 0 | 2 | 56 | 606 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 44 | 4 | 3 | 2 | 25 | 0 | 0 | 2317 | 0 | 0 | 0 | 0 | 1 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 2 | 0 | 10 | 0 | 0 | 0 | 0 | 93 | 0 | 0 | 0 | 0 |
| 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 7010 | 0 | 127 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 816 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 8 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | | 1 |
| 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0 | 0 | 5 | 0 | 0 | 0 | | | 318739 | 472 | 138 | 7 | 16 |
| --- | --- | --- | --- | --- |
| 229 | 32090 | 217 | 0 | 9 |
| 33 | 115 | 885 | 0 | 16 |
| 0 | 0 | 0 | 5 | 0 |
| 5 | 23 | 26 | 0 | 3128 |
| 11 | 32 | 0 | 0 | 0 | | 0 |
| 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0 | 0 | 5 | 0 | 0 | 0 |
| 131 | 1 | 0 | 11 | 6848 | 83 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 1 |
| 26 | 0 | 0 | 2 | 56 | 606 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | | | 1 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 44 | 4 | 3 | 2 | 25 | 0 | 0 | 2317 | 0 | 0 | 0 | 0 | 1 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 2 | 0 | 10 | 0 | 0 | 0 | 0 | 93 | 0 | 0 | 0 | 0 |
| 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 7010 | 0 | 127 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 816 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 8 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | | 1 |
| 74618 | 0 | 3 | 15 | 167 | 108 | 11 | 196 | 2 | 1 | 60 | 1 | 15 | 38 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 8059 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32 | 0 | 7245 | 0 | 1 | 3 | 29 | 8 | 0 | 6 | 6 | 0 | 0 | 0 |
| 7 | 0 | 0 | 120 | 1 | 0 | 1 | 2 | 0 | 0 | 5 | 0 | 0 | 0 |
| 131 | 1 | 0 | 11 | 6848 | 83 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 1 |
| 26 | 0 | 0 | 2 | 56 | 606 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | | | 33 | 115 | 885 | 0 | 16 |
| --- | --- | --- | --- | --- |
| 0 | 0 | 0 | 5 | 0 |
| 5 | 23 | 26 | 0 | 3128 |
| 11 | 32 | 0 | 0 | 0 | | 0 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 | | | D→B | 0.773 | 0.7605 | 0.0186 |
| --- | --- | --- | --- |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 1 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 | | | Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 0 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 | | | E→B | 0.7115 | 0.7185 | 0.4823 |
| --- | --- | --- | --- |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 1 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 | | | B→D | 0.8105 | 0.783 | 0.0011 |
| --- | --- | --- | --- |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 0 |
| | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | | | 2 | 0.120 | 92 | 0.001 | 0.105 | 57 | 0.002 | 0.191 | 22 | 0.009 | 0.218 | 24 | 0.009 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 0.196 | 99 | 0.002 | 0.167 | 55 | 0.003 | 0.281 | 22 | 0.013 | 0.316 | 22 | 0.014 |
| 4 | 0.303 | 91 | 0.003 | 0.286 | 56 | 0.005 | 0.416 | 22 | 0.019 | 0.446 | 22 | 0.020 |
| 5 | 0.445 | 96 | 0.005 | 0.396 | 57 | 0.007 | 0.592 | 22 | 0.027 | 0.537 | 22 | 0.024 |
| 6 | 0.483 | 89 | 0.005 | 0.551 | 57 | 0.010 | 0.727 | 23 | 0.032 | 0.747 | 23 | 0.033 |
| 7 | 0.643 | 89 | 0.007 | 0.718 | 57 | 0.013 | 0.905 | 23 | 0.039 | 0.923 | 23 | 0.040 |
| 8 | 0.830 | 90 | 0.009 | 0.773 | 57 | 0.014 | 1.149 | 27 | 0.043 | 1.118 | 24 | 0.047 |
| 9 | 1.007 | 92 | 0.011 | 1.051 | 57 | 0.018 | 1.339 | 25 | 0.054 | 1.503 | 24 | 0.063 |
| 10 | 1.196 | 93 | 0.013 | 1.368 | 57 | 0.024 | 1.630 | 25 | 0.065 | 1.598 | 24 | 0.067 |
| 11 | 1.480 | 94 | 0.016 | 1.380 | 58 | 0.024 | 1.760 | 28 | 0.063 | 1.765 | 24 | 0.074 |
| Avg. | 0.670 | 93 | 0.007 | 0.679 | 57 | 0.012 | 0.899 | 24 | 0.036 | 0.917 | 23 | 0.039 | | 1 |
| | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | | | | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 1.73 | 107 | 0.02 | 1.73 | 61 | 0.03 | 1.14 | 24 | 0.05 | 0.96 | 24 | 0.04 |
| 4 | 5.69 | 108 | 0.05 | 6.32 | 64 | 0.10 | 2.70 | 25 | 0.11 | 2.19 | 24 | 0.09 |
| 6 | 12.20 | 109 | 0.11 | 14.19 | 64 | 0.22 | 4.95 | 25 | 0.20 | 3.36 | 24 | 0.14 |
| 8 | 21.33 | 110 | 0.19 | 25.14 | 64 | 0.39 | 7.62 | 27 | 0.28 | 5.48 | 32 | 0.17 |
| 10 | 37.54 | 110 | 0.34 | 40.82 | 64 | 0.64 | 11.17 | 35 | 0.32 | 7.75 | 32 | 0.24 |
| 12 | 52.08 | 111 | 0.47 | 67.52 | 65 | 1.04 | 14.32 | 35 | 0.41 | 9.77 | 32 | 0.31 |
| 14 | 69.28 | 111 | 0.62 | 109.57 | 66 | 1.66 | 19.09 | 35 | 0.54 | 12.39 | 32 | 0.39 |
| 16 | 93.08 | 111 | 0.84 | 142.68 | 65 | 2.20 | 22.96 | 34 | 0.67 | 16.18 | 32 | 0.51 |
| 18 | 124.00 | 111 | 1.12 | 185.63 | 65 | 2.85 | 28.12 | 35 | 0.80 | 19.17 | 32 | 0.60 |
| 20 | 152.89 | 111 | 1.38 | 263.19 | 72 | 3.65 | 34.02 | 35 | 0.97 | 23.60 | 32 | 0.74 |
| Avg. | 56.98 | 110 | 0.51 | 85.68 | 65 | 1.28 | 14.61 | 31 | 0.44 | 10.09 | 30 | 0.32 | | 0 |
| | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 0.120 | 92 | 0.001 | 0.105 | 57 | 0.002 | 0.191 | 22 | 0.009 | 0.218 | 24 | 0.009 |
| 3 | 0.196 | 99 | 0.002 | 0.167 | 55 | 0.003 | 0.281 | 22 | 0.013 | 0.316 | 22 | 0.014 |
| 4 | 0.303 | 91 | 0.003 | 0.286 | 56 | 0.005 | 0.416 | 22 | 0.019 | 0.446 | 22 | 0.020 |
| 5 | 0.445 | 96 | 0.005 | 0.396 | 57 | 0.007 | 0.592 | 22 | 0.027 | 0.537 | 22 | 0.024 |
| 6 | 0.483 | 89 | 0.005 | 0.551 | 57 | 0.010 | 0.727 | 23 | 0.032 | 0.747 | 23 | 0.033 |
| 7 | 0.643 | 89 | 0.007 | 0.718 | 57 | 0.013 | 0.905 | 23 | 0.039 | 0.923 | 23 | 0.040 |
| 8 | 0.830 | 90 | 0.009 | 0.773 | 57 | 0.014 | 1.149 | 27 | 0.043 | 1.118 | 24 | 0.047 |
| 9 | 1.007 | 92 | 0.011 | 1.051 | 57 | 0.018 | 1.339 | 25 | 0.054 | 1.503 | 24 | 0.063 | | | 10 | 1.196 | 93 | 0.013 | 1.368 | 57 | 0.024 | 1.630 | 25 | 0.065 | 1.598 | 24 | 0.067 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11 | 1.480 | 94 | 0.016 | 1.380 | 58 | 0.024 | 1.760 | 28 | 0.063 | 1.765 | 24 | 0.074 |
| Avg. | 0.670 | 93 | 0.007 | 0.679 | 57 | 0.012 | 0.899 | 24 | 0.036 | 0.917 | 23 | 0.039 | | 1 |
| | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 0.120 | 92 | 0.001 | 0.105 | 57 | 0.002 | 0.191 | 22 | 0.009 | 0.218 | 24 | 0.009 |
| 3 | 0.196 | 99 | 0.002 | 0.167 | 55 | 0.003 | 0.281 | 22 | 0.013 | 0.316 | 22 | 0.014 |
| 4 | 0.303 | 91 | 0.003 | 0.286 | 56 | 0.005 | 0.416 | 22 | 0.019 | 0.446 | 22 | 0.020 |
| 5 | 0.445 | 96 | 0.005 | 0.396 | 57 | 0.007 | 0.592 | 22 | 0.027 | 0.537 | 22 | 0.024 |
| 6 | 0.483 | 89 | 0.005 | 0.551 | 57 | 0.010 | 0.727 | 23 | 0.032 | 0.747 | 23 | 0.033 |
| 7 | 0.643 | 89 | 0.007 | 0.718 | 57 | 0.013 | 0.905 | 23 | 0.039 | 0.923 | 23 | 0.040 |
| 8 | 0.830 | 90 | 0.009 | 0.773 | 57 | 0.014 | 1.149 | 27 | 0.043 | 1.118 | 24 | 0.047 |
| 9 | 1.007 | 92 | 0.011 | 1.051 | 57 | 0.018 | 1.339 | 25 | 0.054 | 1.503 | 24 | 0.063 | | | 12 | 52.08 | 111 | 0.47 | 67.52 | 65 | 1.04 | 14.32 | 35 | 0.41 | 9.77 | 32 | 0.31 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 14 | 69.28 | 111 | 0.62 | 109.57 | 66 | 1.66 | 19.09 | 35 | 0.54 | 12.39 | 32 | 0.39 |
| 16 | 93.08 | 111 | 0.84 | 142.68 | 65 | 2.20 | 22.96 | 34 | 0.67 | 16.18 | 32 | 0.51 |
| 18 | 124.00 | 111 | 1.12 | 185.63 | 65 | 2.85 | 28.12 | 35 | 0.80 | 19.17 | 32 | 0.60 |
| 20 | 152.89 | 111 | 1.38 | 263.19 | 72 | 3.65 | 34.02 | 35 | 0.97 | 23.60 | 32 | 0.74 |
| Avg. | 56.98 | 110 | 0.51 | 85.68 | 65 | 1.28 | 14.61 | 31 | 0.44 | 10.09 | 30 | 0.32 | | 0 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 | | | 3 | 15.3 | 39.5 | 50.8 |
| --- | --- | --- | --- |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 1 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 | | | Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 0 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 | | | 6 | 17.2 | 41.8 | 50.7 |
| --- | --- | --- | --- |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 1 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 | | | 2 | 13.8 | 37.9 | 51.0 |
| --- | --- | --- | --- |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 0 |
| 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 | | | 50 | 25 | 12.5 |
| --- | --- | --- |
| 24 | 12 | 6 |
| 1 | 1 | 1 |
| 5 | 5 | 5 | | 1 |
| 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 | | | T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 |
| 82.4 | 76.8 |
| 86.4 | 82.2 |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 0 |
| 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 |
| 50 | 25 | 12.5 | | | 24 | 12 | 6 |
| --- | --- | --- |
| 1 | 1 | 1 |
| 5 | 5 | 5 | | 1 |
| 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 |
| 50 | 25 | 12.5 | | | 91.4 | 87.6 |
| --- | --- |
| 90.2 | 86.1 | | 0 |
| Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s |
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | 1 |
| Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s |
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s | | | Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
| ∆TR | 0.651 | 0.088 | 0.208 | 1.013 | 0.647 | 0.643 | 1 |
| T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 | | 0 |
| Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s | | | ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| | | | | | | | | | | 1 |
| Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s | | | T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 | | 0 |
| vertices\edges | m=5000 | m=10000 | m=20000 |
| --- | --- | --- | --- |
| n=1000 | [1.10,1.15] | [1.03,1.06] | [0.97,0.99] |
| vertices\edges | m=5000 | m=25000 | m=75000 |
| n=5000 | [1.25,1.29] | [1.01,1.03] | [0.96,0.98] |
| vertices\edges | m=10000 | m=50000 | m=150000 | | | n=50000 | [1.30,1.35] | [1.06,1.07] | [0.91,0.92] |
| --- | --- | --- | --- |
| vertices\edges | m=10000 | m=100000 | m=300000 |
| n=100000 | [1.21,1.23] | [0.98,0.99] | [0.85,0.86] | | 1 |
| vertices\edges | m=5000 | m=10000 | m=20000 |
| --- | --- | --- | --- |
| n=1000 | [1.10,1.15] | [1.03,1.06] | [0.97,0.99] |
| vertices\edges | m=5000 | m=25000 | m=75000 |
| n=5000 | [1.25,1.29] | [1.01,1.03] | [0.96,0.98] |
| vertices\edges | m=10000 | m=50000 | m=150000 | | | Graph | Nodes<br>(Million) | Edges<br>(Million) | Outdegrees<br>MaxAvgσ |
| --- | --- | --- | --- |
| rmat20 | 1.05 | 8.26 | 1,1818177.40 |
| road-FLA<br>road-W<br>road-USA | 1.07<br>6.26<br>23.95 | 2.71<br>15.12<br>57.71 | 832.45<br>942.74<br>932.74 |
| ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.46 |
| Graph500<br>(threegraphs) | 16.78 | 335.00 | 924,0002020,900 | | 0 |
| vertices\edges | m=5000 | m=10000 | m=20000 |
| --- | --- | --- | --- |
| n=1000 | [1.10,1.15] | [1.03,1.06] | [0.97,0.99] |
| vertices\edges | m=5000 | m=25000 | m=75000 |
| n=5000 | [1.25,1.29] | [1.01,1.03] | [0.96,0.98] |
| vertices\edges | m=10000 | m=50000 | m=150000 | | | n=50000 | [1.30,1.35] | [1.06,1.07] | [0.91,0.92] |
| --- | --- | --- | --- |
| vertices\edges | m=10000 | m=100000 | m=300000 |
| n=100000 | [1.21,1.23] | [0.98,0.99] | [0.85,0.86] | | 1 |
| vertices\edges | m=5000 | m=10000 | m=20000 |
| --- | --- | --- | --- |
| n=1000 | [1.10,1.15] | [1.03,1.06] | [0.97,0.99] |
| vertices\edges | m=5000 | m=25000 | m=75000 |
| n=5000 | [1.25,1.29] | [1.01,1.03] | [0.96,0.98] |
| vertices\edges | m=10000 | m=50000 | m=150000 | | | ER20<br>ER23 | 1.05<br>8.39 | 4.19<br>33.55 | 1544.47<br>1034.46 |
| --- | --- | --- | --- |
| Graph500<br>(threegraphs) | 16.78 | 335.00 | 924,0002020,900 | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | 1−a<br>0<br>a/4<br>3a/4 | myselfupset,spouseneutral→passive:notassertiveness<br>myselfupset,spouseneutral→normal:notcontemplated<br>myselfupset,spouseneutral→upset:assertiveness<br>myselfupset,spouseneutral→violent:aggressiveness |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1−a<br>0<br>0<br>a | myselfupset,spousepassive→passive:notassertiveness<br>myselfupset,spousepassive→normal:notcontemplated<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:aggressiveness | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>0<br>a | myselfupset,spouseupset→passive:notassertiveness<br>myselfupset,spouseupset→normal:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:aggressiveness |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 1−a<br>0<br>0<br>a | myselfupset,spouseviolent→passive:passivity<br>myselfupset,spouseviolent→normal:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:aggressiveness | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | 1−a<br>0<br>a/4<br>3a/4 | myselfupset,spouseneutral→passive:notassertiveness<br>myselfupset,spouseneutral→normal:notcontemplated<br>myselfupset,spouseneutral→upset:assertiveness<br>myselfupset,spouseneutral→violent:aggressiveness |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1−a<br>0<br>0<br>a | myselfupset,spousepassive→passive:notassertiveness<br>myselfupset,spousepassive→normal:notcontemplated<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:aggressiveness | | | s | si | sj | τ(s\|s,s)3ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | s<br>0<br>1−s<br>0 | myselfupset,spouseneutral→passive:support<br>myselfupset,spouseneutral→neutral:notcontemplated<br>myselfupset,spouseneutral→upset:lackofsupport<br>myselfupset,spouseneutral→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | 1−a<br>0<br>a/4<br>3a/4 | myselfupset,spouseneutral→passive:notassertiveness<br>myselfupset,spouseneutral→normal:notcontemplated<br>myselfupset,spouseneutral→upset:assertiveness<br>myselfupset,spouseneutral→violent:aggressiveness | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1−a<br>0<br>0<br>a | myselfupset,spousepassive→passive:notassertiveness<br>myselfupset,spousepassive→normal:notcontemplated<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:aggressiveness |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | 1−a<br>0<br>0<br>a | myselfupset,spouseupset→passive:notassertiveness<br>myselfupset,spouseupset→normal:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:aggressiveness |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 1−a<br>0<br>0<br>a | myselfupset,spouseviolent→passive:passivity<br>myselfupset,spouseviolent→normal:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:aggressiveness | | 1 |
| s | si | sj | τ(s\|s,s)ij | Illustration |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>0 | 1−a<br>0<br>a/4<br>3a/4 | myselfupset,spouseneutral→passive:notassertiveness<br>myselfupset,spouseneutral→normal:notcontemplated<br>myselfupset,spouseneutral→upset:assertiveness<br>myselfupset,spouseneutral→violent:aggressiveness | | | -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | -1<br>-1<br>-1<br>-1 | 1/2<br>1/2<br>0<br>0 | myselfupset,spousepassive→passive:mayhappen<br>myselfupset,spousepassive→neutral:mayhappen<br>myselfupset,spousepassive→upset:notcontemplated<br>myselfupset,spousepassive→violent:notcontemplated |
| --- | --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 1<br>1<br>1<br>1 | s<br>0<br>0<br>1−s | myselfupset,spouseupset→passive:support<br>myselfupset,spouseupset→neutral:notcontemplated<br>myselfupset,spouseupset→upset:notcontemplated<br>myselfupset,spouseupset→violent:lackofsupport |
| -1<br>0<br>1<br>2 | 1<br>1<br>1<br>1 | 2<br>2<br>2<br>2 | 0<br>0<br>1<br>0 | myselfupset,spouseviolent→passive:notcontemplated<br>myselfupset,spouseviolent→neutral:notcontemplated<br>myselfupset,spouseviolent→upset:default<br>myselfupset,spouseviolent→violent:notcontemplated | | 0 |
| Method | Approximateminimum<br>numberoftraces | Approximateminimum<br>time |
| --- | --- | --- |
| Withoutcountermeasures | 50 | 5minutes |
| Voltageregulator | 50 | 5minutes |
| Currentsource | 50 | 5minutes |
| FTDIchip | 200 | 15minutes | | | Zenerdiode | 300 | 20minutes |
| --- | --- | --- |
| Anothermicrocontrollerinparallel | 300 | 20minutes |
| Operationalamplifier(UA741) | 4000 | 3.5hours | | 1 |
| Method | Approximateminimum<br>numberoftraces | Approximateminimum<br>time |
| --- | --- | --- |
| Withoutcountermeasures | 50 | 5minutes |
| Voltageregulator | 50 | 5minutes |
| Currentsource | 50 | 5minutes |
| FTDIchip | 200 | 15minutes | | | Oceancp | Radix | | | |
| --- | --- | --- | --- | --- |
| T=400 | T=1,200 | T=400 | T=1,200 | |
| Cores | 2 | 2 | 4 | 4 |
| Frequency | 3200 | 3200 | 3200 | 3200 |
| L1-ICacheSize | 8 | 128 | 8 | 128 |
| L1-DCacheSize | 32 | 128 | 64 | 16 |
| L2CacheSize | 1024 | 512 | 1024 | 512 |
| L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 0 |
| Method | Approximateminimum<br>numberoftraces | Approximateminimum<br>time |
| --- | --- | --- |
| Withoutcountermeasures | 50 | 5minutes |
| Voltageregulator | 50 | 5minutes | | | Currentsource | 50 | 5minutes |
| --- | --- | --- |
| FTDIchip | 200 | 15minutes |
| Zenerdiode | 300 | 20minutes |
| Anothermicrocontrollerinparallel | 300 | 20minutes |
| Operationalamplifier(UA741) | 4000 | 3.5hours | | 1 |
| Method | Approximateminimum<br>numberoftraces | Approximateminimum<br>time |
| --- | --- | --- |
| Withoutcountermeasures | 50 | 5minutes |
| Voltageregulator | 50 | 5minutes | | | L1-DCacheSize | 32 | 128 | 64 | 16 |
| --- | --- | --- | --- | --- |
| L2CacheSize | 1024 | 512 | 1024 | 512 |
| L3CacheSize | 4096 | 8192 | 8192 | 8192 |
| FIRWidth | 16 | 4 | 2 | 2 |
| ROBSize | 256 | 256 | 64 | 64 |
| BranchPrediction | x2 | x2 | x2 | x |
| TotalPower[W] | 2.622 | 2.312 | 2.137 | 1.798 |
| ExecutionTime[ms] | 74.126 | 66.096 | 7.264 | 7.245 | | 0 |
| n | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 2 |
| n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 |
| t(n)C | 2 | 3 | 3 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 6 | 9 | 6 | 8 | 8 | 12 | 11 | 12 | 12 | 18 | | | n | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 18 | 21 | 18 | 26 | 28 | 33 | 32 | 40 | 44 | 57 | 53 | 65 | 70 | 89 | 93 | 106 | 115 | 147 | 158 | 184 | | 1 |
| n | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 2 |
| n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 |
| t(n)C | 2 | 3 | 3 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 6 | 9 | 6 | 8 | 8 | 12 | 11 | 12 | 12 | 18 | | | n | T(n) |
| --- | --- |
| 2 | 1 |
| 3 | 1 |
| 4 | 4 |
| 5 | 56 |
| 6 | 9048 |
| 7 | 16942080 |
| 8 | 535281401585 |
| 9 | 377597570964258 |
| 10 | 7580721483160132811489280 |
| 11 | 5.36×10 |
| 12 | 1.62×10 |
| 13 | 2.51×10 |
| 14 | 2.33×10 |
| 15 | 1.50×10 | | 0 |
| n | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 2 |
| n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | | | t(n)C | 2 | 3 | 3 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 6 | 9 | 6 | 8 | 8 | 12 | 11 | 12 | 12 | 18 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| n | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 |
| t(n)C | 18 | 21 | 18 | 26 | 28 | 33 | 32 | 40 | 44 | 57 | 53 | 65 | 70 | 89 | 93 | 106 | 115 | 147 | 158 | 184 | | 1 |
| n | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 2 |
| n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | | | 8 | 535281401585 |
| --- | --- |
| 9 | 377597570964258 |
| 10 | 7580721483160132811489280 |
| 11 | 5.36×10 |
| 12 | 1.62×10 |
| 13 | 2.51×10 |
| 14 | 2.33×10 |
| 15 | 1.50×10 | | 0 |
| SocialAttributes | BaselineI | BaselineII | OurModel |
| --- | --- | --- | --- |
| happy | 0.84 | 0.86 | 0.84 |
| unhappy | 0.75 | 0.81 | 0.80 |
| friendly | 0.78 | 0.83 | 0.82 |
| unfriendly | 0.72 | 0.80 | 0.79 |
| sociable | 0.74 | 0.78 | 0.78 |
| introverted | 0.50 | 0.64 | 0.65 |
| attractive | 0.72 | 0.66 | 0.75 |
| unattractive | 0.62 | 0.62 | 0.70 |
| kind | 0.72 | 0.79 | 0.79 |
| mean | 0.69 | 0.75 | 0.73 |
| caring | 0.72 | 0.78 | 0.79 |
| cold | 0.71 | 0.81 | 0.79 |
| trustworthy | 0.62 | 0.72 | 0.73 |
| untrustworthy | 0.60 | 0.69 | 0.70 |
| responsible | 0.58 | 0.65 | 0.70 |
| irresponsible | 0.55 | 0.64 | 0.67 |
| confident | 0.55 | 0.55 | 0.61 |
| uncertain | 0.45 | 0.62 | 0.63 |
| humble | 0.55 | 0.64 | 0.63 |
| egotistic | 0.52 | 0.62 | 0.62 |
| emotionallystable | 0.53 | 0.64 | 0.67 |
| emotionallyunstable | 0.50 | 0.62 | 0.64 |
| normal | 0.49 | 0.58 | 0.61 |
| weird | 0.52 | 0.50 | 0.56 |
| intelligent | 0.49 | 0.53 | 0.62 |
| unintelligent | 0.43 | 0.53 | 0.58 |
| interesting | 0.42 | 0.64 | 0.67 | | | boring | 0.39 | 0.54 | 0.60 |
| --- | --- | --- | --- |
| calm | 0.41 | 0.47 | 0.50 |
| aggressive | 0.65 | 0.72 | 0.72 |
| emotional | 0.33 | 0.60 | 0.60 |
| unemotional | 0.56 | 0.76 | 0.75 |
| memorable | 0.30 | 0.38 | 0.48 |
| forgettable | 0.27 | 0.40 | 0.48 |
| typical | 0.28 | 0.41 | 0.43 |
| atypical | 0.24 | 0.40 | 0.43 |
| common | 0.25 | 0.37 | 0.40 |
| uncommon | 0.27 | 0.38 | 0.40 |
| familiar | 0.24 | 0.42 | 0.44 |
| unfamiliar | 0.18 | 0.40 | 0.44 | | 1 |
| SocialAttributes | BaselineI | BaselineII | OurModel |
| --- | --- | --- | --- |
| happy | 0.84 | 0.86 | 0.84 |
| unhappy | 0.75 | 0.81 | 0.80 |
| friendly | 0.78 | 0.83 | 0.82 |
| unfriendly | 0.72 | 0.80 | 0.79 |
| sociable | 0.74 | 0.78 | 0.78 |
| introverted | 0.50 | 0.64 | 0.65 |
| attractive | 0.72 | 0.66 | 0.75 |
| unattractive | 0.62 | 0.62 | 0.70 |
| kind | 0.72 | 0.79 | 0.79 |
| mean | 0.69 | 0.75 | 0.73 |
| caring | 0.72 | 0.78 | 0.79 |
| cold | 0.71 | 0.81 | 0.79 |
| trustworthy | 0.62 | 0.72 | 0.73 |
| untrustworthy | 0.60 | 0.69 | 0.70 |
| responsible | 0.58 | 0.65 | 0.70 |
| irresponsible | 0.55 | 0.64 | 0.67 |
| confident | 0.55 | 0.55 | 0.61 |
| uncertain | 0.45 | 0.62 | 0.63 |
| humble | 0.55 | 0.64 | 0.63 |
| egotistic | 0.52 | 0.62 | 0.62 |
| emotionallystable | 0.53 | 0.64 | 0.67 |
| emotionallyunstable | 0.50 | 0.62 | 0.64 |
| normal | 0.49 | 0.58 | 0.61 |
| weird | 0.52 | 0.50 | 0.56 |
| intelligent | 0.49 | 0.53 | 0.62 |
| unintelligent | 0.43 | 0.53 | 0.58 |
| interesting | 0.42 | 0.64 | 0.67 | | | Metric | Mean1 | Mean2 |
| --- | --- | --- |
| LikedAgent | 2.75 | 3 |
| LikesAgents | 3.38 | 3.72 |
| Engaging | 2.75 | 3.14 |
| Enjoyment | 2.75 | 3.14 |
| Vocabulary | 2.63 | 2.72 |
| Naturalness | 1.88 | 2.15 |
| Clarity | 2.63 | 2.86 |
| BackgroundKnowledge | 3.63 | 3.43 |
| BackgroundExperience | 2.75 | 2.57 |
| AgentsBehaviors | 2.63 | 2.72 |
| ConversationalAbilities | 3.13 | 3.01 |
| EmpathicAbilities | 3.13 | 2.86 | | 0 |
| SocialAttributes | BaselineI | BaselineII | OurModel |
| --- | --- | --- | --- |
| happy | 0.84 | 0.86 | 0.84 |
| unhappy | 0.75 | 0.81 | 0.80 |
| friendly | 0.78 | 0.83 | 0.82 |
| unfriendly | 0.72 | 0.80 | 0.79 |
| sociable | 0.74 | 0.78 | 0.78 |
| introverted | 0.50 | 0.64 | 0.65 |
| attractive | 0.72 | 0.66 | 0.75 |
| unattractive | 0.62 | 0.62 | 0.70 |
| kind | 0.72 | 0.79 | 0.79 |
| mean | 0.69 | 0.75 | 0.73 | | | caring | 0.72 | 0.78 | 0.79 |
| --- | --- | --- | --- |
| cold | 0.71 | 0.81 | 0.79 |
| trustworthy | 0.62 | 0.72 | 0.73 |
| untrustworthy | 0.60 | 0.69 | 0.70 |
| responsible | 0.58 | 0.65 | 0.70 |
| irresponsible | 0.55 | 0.64 | 0.67 |
| confident | 0.55 | 0.55 | 0.61 |
| uncertain | 0.45 | 0.62 | 0.63 |
| humble | 0.55 | 0.64 | 0.63 |
| egotistic | 0.52 | 0.62 | 0.62 |
| emotionallystable | 0.53 | 0.64 | 0.67 |
| emotionallyunstable | 0.50 | 0.62 | 0.64 |
| normal | 0.49 | 0.58 | 0.61 |
| weird | 0.52 | 0.50 | 0.56 |
| intelligent | 0.49 | 0.53 | 0.62 |
| unintelligent | 0.43 | 0.53 | 0.58 |
| interesting | 0.42 | 0.64 | 0.67 |
| boring | 0.39 | 0.54 | 0.60 |
| calm | 0.41 | 0.47 | 0.50 |
| aggressive | 0.65 | 0.72 | 0.72 |
| emotional | 0.33 | 0.60 | 0.60 |
| unemotional | 0.56 | 0.76 | 0.75 |
| memorable | 0.30 | 0.38 | 0.48 |
| forgettable | 0.27 | 0.40 | 0.48 |
| typical | 0.28 | 0.41 | 0.43 |
| atypical | 0.24 | 0.40 | 0.43 |
| common | 0.25 | 0.37 | 0.40 |
| uncommon | 0.27 | 0.38 | 0.40 |
| familiar | 0.24 | 0.42 | 0.44 |
| unfamiliar | 0.18 | 0.40 | 0.44 | | 1 |
| SocialAttributes | BaselineI | BaselineII | OurModel |
| --- | --- | --- | --- |
| happy | 0.84 | 0.86 | 0.84 |
| unhappy | 0.75 | 0.81 | 0.80 |
| friendly | 0.78 | 0.83 | 0.82 |
| unfriendly | 0.72 | 0.80 | 0.79 |
| sociable | 0.74 | 0.78 | 0.78 |
| introverted | 0.50 | 0.64 | 0.65 |
| attractive | 0.72 | 0.66 | 0.75 |
| unattractive | 0.62 | 0.62 | 0.70 |
| kind | 0.72 | 0.79 | 0.79 |
| mean | 0.69 | 0.75 | 0.73 | | | Naturalness | 1.88 | 2.15 |
| --- | --- | --- |
| Clarity | 2.63 | 2.86 |
| BackgroundKnowledge | 3.63 | 3.43 |
| BackgroundExperience | 2.75 | 2.57 |
| AgentsBehaviors | 2.63 | 2.72 |
| ConversationalAbilities | 3.13 | 3.01 |
| EmpathicAbilities | 3.13 | 2.86 | | 0 |
| Problemsize | Processorconfigurations |
| --- | --- |
| 8000(LU,MM) | 1×2,2×2,2×4,4×4,4×5,5×5,5×8 |
| 12000(LU,MM) | 1×2,2×2,2×3,3×3,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 14000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×7,7×7 | | | 16000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×8 |
| --- | --- |
| 20000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×8 |
| 21000(LU,MM) | 2×2,2×3,3×3,3×4,4×5,5×5,5×6,6×6,6×7,7×7 |
| 24000(LU,MM) | 2×4,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 8000(Jacobi) | 4,8,10,16,20,32,40,50 |
| 8192(FFT) | 2,4,8,16,32 |
| 20000(Master-worker) | 4,6,8,10,12,14,16,18,20,22 | | 1 |
| Problemsize | Processorconfigurations |
| --- | --- |
| 8000(LU,MM) | 1×2,2×2,2×4,4×4,4×5,5×5,5×8 |
| 12000(LU,MM) | 1×2,2×2,2×3,3×3,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 14000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×7,7×7 | | | #L | T | S | #K | InputSize | OutputSize | #L | T | S | #K | InputSize |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | C | 1 | 64 | 256×256×1 | 256×256×64 | 10 | C | 1 | 512 | 16×16×512 |
| 2 | C | 2 | 128 | 256×256×64 | 128×128×128 | 11 | D | 2 | 512 | 16×16×512 |
| 3 | C | 1 | 128 | 128×128×128 | 128×128×128 | 12 | C | 1 | 512 | 32×32×1024 |
| 4 | C | 2 | 256 | 128×128×128 | 64×64×256 | 13 | D | 2 | 256 | 32×32×512 |
| 5 | C | 1 | 256 | 64×64×256 | 64×64×256 | 14 | C | 1 | 256 | 64×64×512 |
| 6 | C | 2 | 512 | 64×64×256 | 32×32×512 | 15 | D | 2 | 128 | 64×64×256 |
| 7 | C | 1 | 512 | 32×32×512 | 32×32×512 | 16 | C | 1 | 128 | 128×128×256 |
| 8 | C | 2 | 512 | 32×32×512 | 16×16×512 | 17 | D | 2 | 64 | 128×128×128 |
| 9 | C | 1 | 512 | 16×16×512 | 16×16×512 | 18 | C | 1 | 4 | 256×256×128 | | 0 |
| Problemsize | Processorconfigurations |
| --- | --- |
| 8000(LU,MM) | 1×2,2×2,2×4,4×4,4×5,5×5,5×8 |
| 12000(LU,MM) | 1×2,2×2,2×3,3×3,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 14000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×7,7×7 | | | 16000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×8 |
| --- | --- |
| 20000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×8 |
| 21000(LU,MM) | 2×2,2×3,3×3,3×4,4×5,5×5,5×6,6×6,6×7,7×7 |
| 24000(LU,MM) | 2×4,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 8000(Jacobi) | 4,8,10,16,20,32,40,50 |
| 8192(FFT) | 2,4,8,16,32 |
| 20000(Master-worker) | 4,6,8,10,12,14,16,18,20,22 | | 1 |
| Problemsize | Processorconfigurations |
| --- | --- |
| 8000(LU,MM) | 1×2,2×2,2×4,4×4,4×5,5×5,5×8 |
| 12000(LU,MM) | 1×2,2×2,2×3,3×3,3×4,4×4,4×5,5×5,5×6,6×6,6×8 |
| 14000(LU,MM) | 2×2,2×4,4×4,4×5,5×5,5×7,7×7 | | | 2 | C | 2 | 128 | 256×256×64 | 128×128×128 | 11 | D | 2 | 512 | 16×16×512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | C | 1 | 128 | 128×128×128 | 128×128×128 | 12 | C | 1 | 512 | 32×32×1024 |
| 4 | C | 2 | 256 | 128×128×128 | 64×64×256 | 13 | D | 2 | 256 | 32×32×512 |
| 5 | C | 1 | 256 | 64×64×256 | 64×64×256 | 14 | C | 1 | 256 | 64×64×512 |
| 6 | C | 2 | 512 | 64×64×256 | 32×32×512 | 15 | D | 2 | 128 | 64×64×256 |
| 7 | C | 1 | 512 | 32×32×512 | 32×32×512 | 16 | C | 1 | 128 | 128×128×256 |
| 8 | C | 2 | 512 | 32×32×512 | 16×16×512 | 17 | D | 2 | 64 | 128×128×128 |
| 9 | C | 1 | 512 | 16×16×512 | 16×16×512 | 18 | C | 1 | 4 | 256×256×128 | | 0 |
| Methods | Accuracy | FeatureDimensions |
| --- | --- | --- |
| COLOR-RCC(256) | 0.716 | 32896 | | | PRICoLBP | 0.516 | 17700 |
| --- | --- | --- |
| SIFT-IFV(512) | 0.774 | 71749 |
| AlexNet | 0.698 | – |
| Our | 0.805 | – | | 1 |
| Methods | Accuracy | FeatureDimensions |
| --- | --- | --- |
| COLOR-RCC(256) | 0.716 | 32896 | | | Accuracy | Features |
| --- | --- |
| 0.823 | 41 |
| 0.831 | 214 |
| 0.836 | 72 |
| 0.838 | 0 |
| 0.842 | 0 |
| 0.846 | 137 | | 0 |
| Methods | Accuracy | FeatureDimensions |
| --- | --- | --- |
| COLOR-RCC(256) | 0.716 | 32896 |
| PRICoLBP | 0.516 | 17700 |
| SIFT-IFV(512) | 0.774 | 71749 | | | AlexNet | 0.698 | – |
| --- | --- | --- |
| Our | 0.805 | – | | 1 |
| Methods | Accuracy | FeatureDimensions |
| --- | --- | --- |
| COLOR-RCC(256) | 0.716 | 32896 |
| PRICoLBP | 0.516 | 17700 |
| SIFT-IFV(512) | 0.774 | 71749 | | | 0.831 | 214 |
| --- | --- |
| 0.836 | 72 |
| 0.838 | 0 |
| 0.842 | 0 |
| 0.846 | 137 | | 0 |
| mass |
| --- |
| 20 | | | 20 |
| --- |
| 24 |
| 24 | | 1 |
| mass |
| --- |
| 20 | | | 1E | 2E | 4E |
| --- | --- | --- |
| 1 | 2 | 4 |
| 50 | 25 | 12.5 |
| 24 | 12 | 6 |
| 1 | 1 | 1 |
| 5 | 5 | 5 | | 0 |
| mass |
| --- |
| 20 |
| 20 | | | 24 |
| --- |
| 24 | | 1 |
| mass |
| --- |
| 20 |
| 20 | | | 1 | 1 | 1 |
| --- | --- | --- |
| 5 | 5 | 5 | | 0 |
| Category | Code | Method | n4 | s4 | n3 | s3 | n | s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Centrality | OR1R<br>OR2<br>OR2R<br>OR3R<br>OR4 | leastsimilartocentroid<br>highestlexrank<br>smallestlexrank<br>smallcluster<br>tfidf | 308<br>302<br>317<br>468<br>474 | -2.73<br>1.39<br>-0.61<br>-4.40<br>-4.93 | 453<br>457<br>450<br>581<br>596 | -2.14<br>1.11<br>-0.58<br>-3.94<br>-4.36 | 846<br>846<br>846<br>848<br>850 | -1.26<br>0.59<br>-0.29<br>-2.85<br>-3.24 |
| NewYorker | NY1<br>NY2<br>NY3 | officialwinner<br>officialrunnerup<br>officialthirdplace | 314<br>330<br>276 | 3.57<br>3.24<br>2.29 | 466<br>463<br>435 | 2.96<br>2.60<br>1.57 | 847<br>845<br>842 | 1.78<br>1.54<br>0.89 | | | General | GE1<br>GE2<br>GE3R | syntacticallycomplex<br>concrete<br>wellformatted | 268<br>259<br>296 | -0.10<br>-0.33<br>0.81 | 406<br>427<br>446 | -0.14<br>-0.41<br>0.61 | 846<br>844<br>846 | -0.70<br>-0.26<br>0.31 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Content | CU1<br>CU2<br>CU2R<br>CU3 | freebase<br>positivesentiment<br>negativesentiment<br>people | 290<br>268<br>298<br>276 | 0.26<br>1.21<br>1.69<br>1.45 | 424<br>396<br>445<br>409 | 0.17<br>0.83<br>1.30<br>1.24 | 840<br>836<br>826<br>834 | 0.07<br>0.46<br>0.70<br>0.68 |
| Control | CO2 | antijoke | 259 | 0.27 | 394 | -0.04 | 822 | -0.09 | | 1 |
| Category | Code | Method | n4 | s4 | n3 | s3 | n | s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Centrality | OR1R<br>OR2<br>OR2R<br>OR3R<br>OR4 | leastsimilartocentroid<br>highestlexrank<br>smallestlexrank<br>smallcluster<br>tfidf | 308<br>302<br>317<br>468<br>474 | -2.73<br>1.39<br>-0.61<br>-4.40<br>-4.93 | 453<br>457<br>450<br>581<br>596 | -2.14<br>1.11<br>-0.58<br>-3.94<br>-4.36 | 846<br>846<br>846<br>848<br>850 | -1.26<br>0.59<br>-0.29<br>-2.85<br>-3.24 |
| NewYorker | NY1<br>NY2<br>NY3 | officialwinner<br>officialrunnerup<br>officialthirdplace | 314<br>330<br>276 | 3.57<br>3.24<br>2.29 | 466<br>463<br>435 | 2.96<br>2.60<br>1.57 | 847<br>845<br>842 | 1.78<br>1.54<br>0.89 | | | PoseID<br>Yaw | 110<br>o<br>−90 | 120<br>o<br>−75 | 090<br>o<br>−60 | 080<br>o<br>−45 | 130<br>o<br>−30 | 140<br>o<br>−15 | 050<br>o<br>15 | 041<br>o<br>30 | 190<br>o<br>45 | 200<br>o<br>60 | 010<br>o<br>75 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PLS | 31.9 | 77.5 | 89.2 | 93.4 | 88.3 | 98.1 | 98.1 | 93.4 | 90.6 | 87.3 | 72.3 |
| MCCA | 40.9 | 74.2 | 82.2 | 72.3 | 68.5 | 92.0 | 90.6 | 79.8 | 74.7 | 77.9 | 71.4 |
| PLS+LDA | 38.0 | 79.8 | 86.9 | 94.4 | 92.0 | 99.5 | 98.6 | 96.7 | 88.3 | 85.0 | 70.9 |
| MCCA+LD | 48.8 | 66.2 | 81.7 | 88.7 | 100 | 100 | 100 | 99.5 | 83.1 | 80.3 | 67.6 |
| MvDA | 56.8 | 72.3 | 84.5 | 92.0 | 96.7 | 100 | 100 | 99.1 | 89.7 | 86.4 | 71.4 |
| GMA | 52.6 | 73.2 | 84.5 | 90.1 | 100 | 100 | 100 | 100 | 90.6 | 85.9 | 71.8 |
| MvDN | 70.4 | 82.2 | 88.3 | 91.1 | 99.1 | 100 | 100 | 99.1 | 93.0 | 91.1 | 79.8 |
| LFHN(ours) | 100 | 97.7 | 100 | 100 | 89.3 | 100 | 93.8 | 97.1 | 95.8 | 93.5 | 100 | | 0 |
| Category | Code | Method | n4 | s4 | n3 | s3 | n | s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Centrality | OR1R<br>OR2<br>OR2R<br>OR3R<br>OR4 | leastsimilartocentroid<br>highestlexrank<br>smallestlexrank<br>smallcluster<br>tfidf | 308<br>302<br>317<br>468<br>474 | -2.73<br>1.39<br>-0.61<br>-4.40<br>-4.93 | 453<br>457<br>450<br>581<br>596 | -2.14<br>1.11<br>-0.58<br>-3.94<br>-4.36 | 846<br>846<br>846<br>848<br>850 | -1.26<br>0.59<br>-0.29<br>-2.85<br>-3.24 | | | NewYorker | NY1<br>NY2<br>NY3 | officialwinner<br>officialrunnerup<br>officialthirdplace | 314<br>330<br>276 | 3.57<br>3.24<br>2.29 | 466<br>463<br>435 | 2.96<br>2.60<br>1.57 | 847<br>845<br>842 | 1.78<br>1.54<br>0.89 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| General | GE1<br>GE2<br>GE3R | syntacticallycomplex<br>concrete<br>wellformatted | 268<br>259<br>296 | -0.10<br>-0.33<br>0.81 | 406<br>427<br>446 | -0.14<br>-0.41<br>0.61 | 846<br>844<br>846 | -0.70<br>-0.26<br>0.31 |
| Content | CU1<br>CU2<br>CU2R<br>CU3 | freebase<br>positivesentiment<br>negativesentiment<br>people | 290<br>268<br>298<br>276 | 0.26<br>1.21<br>1.69<br>1.45 | 424<br>396<br>445<br>409 | 0.17<br>0.83<br>1.30<br>1.24 | 840<br>836<br>826<br>834 | 0.07<br>0.46<br>0.70<br>0.68 |
| Control | CO2 | antijoke | 259 | 0.27 | 394 | -0.04 | 822 | -0.09 | | 1 |
| Category | Code | Method | n4 | s4 | n3 | s3 | n | s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Centrality | OR1R<br>OR2<br>OR2R<br>OR3R<br>OR4 | leastsimilartocentroid<br>highestlexrank<br>smallestlexrank<br>smallcluster<br>tfidf | 308<br>302<br>317<br>468<br>474 | -2.73<br>1.39<br>-0.61<br>-4.40<br>-4.93 | 453<br>457<br>450<br>581<br>596 | -2.14<br>1.11<br>-0.58<br>-3.94<br>-4.36 | 846<br>846<br>846<br>848<br>850 | -1.26<br>0.59<br>-0.29<br>-2.85<br>-3.24 | | | MCCA | 40.9 | 74.2 | 82.2 | 72.3 | 68.5 | 92.0 | 90.6 | 79.8 | 74.7 | 77.9 | 71.4 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PLS+LDA | 38.0 | 79.8 | 86.9 | 94.4 | 92.0 | 99.5 | 98.6 | 96.7 | 88.3 | 85.0 | 70.9 |
| MCCA+LD | 48.8 | 66.2 | 81.7 | 88.7 | 100 | 100 | 100 | 99.5 | 83.1 | 80.3 | 67.6 |
| MvDA | 56.8 | 72.3 | 84.5 | 92.0 | 96.7 | 100 | 100 | 99.1 | 89.7 | 86.4 | 71.4 |
| GMA | 52.6 | 73.2 | 84.5 | 90.1 | 100 | 100 | 100 | 100 | 90.6 | 85.9 | 71.8 |
| MvDN | 70.4 | 82.2 | 88.3 | 91.1 | 99.1 | 100 | 100 | 99.1 | 93.0 | 91.1 | 79.8 |
| LFHN(ours) | 100 | 97.7 | 100 | 100 | 89.3 | 100 | 93.8 | 97.1 | 95.8 | 93.5 | 100 | | 0 |
| | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt | | | 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>0<br>1 | 8.37<br>0.00<br>0.00<br>10.00<br>0.00<br>8.22 | 5.04<br>2.04<br>0.00<br>4.41<br>0.00<br>0.00 | 3.33<br>3.00<br>2.04<br>5.59<br>4.41<br>8.22 | 1<br>0<br>1<br>0<br>1<br>0 | 6.33<br>0.00<br>10.00<br>0.00<br>10.00<br>0.00 | 3.00<br>0.00<br>6.08<br>0.00<br>3.54<br>0.00 | 3.34<br>3.00<br>3.92<br>6.08<br>6.46<br>3.54 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Π=67.13 | Π=65.72 | | | | | | | | |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>1<br>0 | 9.00<br>0.00<br>0.00<br>8.00<br>10.00<br>0.00 | 5.67<br>2.67<br>0.00<br>0.66<br>4.00<br>0.00 | 3.33<br>3.00<br>2.67<br>7.34<br>6.67<br>4.00 | 1<br>0<br>0<br>1<br>0<br>1 | 9.01<br>0.00<br>0.00<br>10.00<br>0.00<br>8.00 | 5.67<br>2.67<br>0.00<br>4.67<br>0.00<br>0.00 | 3.34<br>3.00<br>2.67<br>5.33<br>4.67<br>8.00 |
| | Π=64.30 | Π=64.34 | | | | | | | | | | 1 |
| | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt | | | | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>0<br>1 | 8.37<br>0.00<br>0.00<br>10.00<br>0.00<br>8.22 | 5.04<br>2.04<br>0.00<br>4.41<br>0.00<br>0.00 | 3.33<br>3.00<br>2.04<br>5.59<br>4.41<br>8.22 | 1<br>0<br>1<br>0<br>1<br>0 | 6.33<br>0.00<br>10.00<br>0.00<br>10.00<br>0.00 | 3.00<br>0.00<br>6.08<br>0.00<br>3.54<br>0.00 | 3.34<br>3.00<br>3.92<br>6.08<br>6.46<br>3.54 |
| | Π=67.13 | Π=65.72 | | | | | | | | |
| | F=10,H=1,K=25 | F=10,H=1,K=25 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>0<br>1 | 8.33<br>0.00<br>0.00<br>12.67<br>0.00<br>7.34 | 5.00<br>2.00<br>0.00<br>5.33<br>0.00<br>0.00 | 3.34<br>3.00<br>2.00<br>7.34<br>5.33<br>7.34 | 1<br>0<br>1<br>0<br>1<br>0 | 6.33<br>0.00<br>9.33<br>0.00<br>12.66<br>0.00 | 3.00<br>0.00<br>5.33<br>0.00<br>5.33<br>0.00 | 3.34<br>3.00<br>4.00<br>5.33<br>7.33<br>5.33 |
| | Π=62.15 | Π=61.43 | | | | | | | | |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 0.25<br>0.25<br>0.25<br>0.125<br>0.125<br>0.125 | 1<br>1<br>1<br>1<br>1<br>1 | 10.00<br>10.00<br>10.00<br>10.00<br>10.00<br>10.00 | 0.00<br>0.89<br>3.11<br>0.22<br>0.00<br>0.00 | 10.00<br>9.11<br>7.78<br>12.89<br>10.22<br>10.00 | 1<br>1<br>1<br>1<br>1<br>1 | 10.00<br>10.00<br>10.00<br>10.00<br>10.00<br>10.00 | 0.00<br>0.90<br>3.11<br>0.23<br>0.00<br>0.00 | 10.00<br>9.10<br>7.78<br>12.89<br>10.23<br>10.00 |
| | Π=321.375 | Π=321.368 | | | | | | | | |
| | F=10,H=1,K=25 | F=10,H=1,K=25 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 0.25<br>0.25<br>0.25<br>0.125<br>0.125<br>0.125 | 1<br>1<br>1<br>1<br>1<br>1 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 0.00<br>0.00<br>0.00<br>0.00<br>0.00<br>0.00 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 1<br>1<br>1<br>1<br>1<br>1 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 0.00<br>0.00<br>0.00<br>0.00<br>0.00<br>0.00 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 |
| | Π=354.558 | Π=354.55 | | | | | | | | | | 0 |
| | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>0<br>1 | 8.37<br>0.00<br>0.00<br>10.00<br>0.00<br>8.22 | 5.04<br>2.04<br>0.00<br>4.41<br>0.00<br>0.00 | 3.33<br>3.00<br>2.04<br>5.59<br>4.41<br>8.22 | 1<br>0<br>1<br>0<br>1<br>0 | 6.33<br>0.00<br>10.00<br>0.00<br>10.00<br>0.00 | 3.00<br>0.00<br>6.08<br>0.00<br>3.54<br>0.00 | 3.34<br>3.00<br>3.92<br>6.08<br>6.46<br>3.54 |
| | Π=67.13 | Π=65.72 | | | | | | | | | | | 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>1<br>0 | 9.00<br>0.00<br>0.00<br>8.00<br>10.00<br>0.00 | 5.67<br>2.67<br>0.00<br>0.66<br>4.00<br>0.00 | 3.33<br>3.00<br>2.67<br>7.34<br>6.67<br>4.00 | 1<br>0<br>0<br>1<br>0<br>1 | 9.01<br>0.00<br>0.00<br>10.00<br>0.00<br>8.00 | 5.67<br>2.67<br>0.00<br>4.67<br>0.00<br>0.00 | 3.34<br>3.00<br>2.67<br>5.33<br>4.67<br>8.00 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Π=64.30 | Π=64.34 | | | | | | | | | | 1 |
| | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>0<br>1 | 8.37<br>0.00<br>0.00<br>10.00<br>0.00<br>8.22 | 5.04<br>2.04<br>0.00<br>4.41<br>0.00<br>0.00 | 3.33<br>3.00<br>2.04<br>5.59<br>4.41<br>8.22 | 1<br>0<br>1<br>0<br>1<br>0 | 6.33<br>0.00<br>10.00<br>0.00<br>10.00<br>0.00 | 3.00<br>0.00<br>6.08<br>0.00<br>3.54<br>0.00 | 3.34<br>3.00<br>3.92<br>6.08<br>6.46<br>3.54 |
| | Π=67.13 | Π=65.72 | | | | | | | | | | | 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 0.25<br>0.25<br>0.25<br>0.125<br>0.125<br>0.125 | 1<br>1<br>1<br>1<br>1<br>1 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 0.00<br>0.00<br>0.00<br>0.00<br>0.00<br>0.00 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 1<br>1<br>1<br>1<br>1<br>1 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 | 0.00<br>0.00<br>0.00<br>0.00<br>0.00<br>0.00 | 13.34<br>13.34<br>13.34<br>25.00<br>25.00<br>25.00 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Π=354.558 | Π=354.55 | | | | | | | | | | 0 |
| | CIF<br>Xvidx264SVC | | |
| --- | --- | --- | --- |
| System1 | 1.1 | 0.9 | 387.7 |
| System2 | 4.1 | 7.2 | 947.8 |
| | 4CIF<br>Xvidx264SVC | | |
| System1 | 12.1 | 7.8 | 2778.5 | | | System2 | 42.1 | 60.8 | 8155.4 |
| --- | --- | --- | --- |
| | HD<br>Xvidx264SVC | | |
| System1 | 15.3 | 7.7 | 3902.1 |
| System2 | 41.6 | 60.1 | 9575.8 | | 1 |
| | CIF<br>Xvidx264SVC | | |
| --- | --- | --- | --- |
| System1 | 1.1 | 0.9 | 387.7 |
| System2 | 4.1 | 7.2 | 947.8 |
| | 4CIF<br>Xvidx264SVC | | |
| System1 | 12.1 | 7.8 | 2778.5 | | | | Algorithm | H.264 | JP2K | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9262 | 0.8956 | 0.3286 | 0.9706 | 0.9473 | 0.2415 |
| BRISQUE | 0.9517 | 0.9323 | 0.2319 | 0.9809 | 0.9577 | 0.1097 | |
| NIQE | 0.9594 | 0.9439 | 0.1791 | 0.9859 | 0.9666 | 0.0912 | | | 0 |
| | CIF<br>Xvidx264SVC | | |
| --- | --- | --- | --- |
| System1 | 1.1 | 0.9 | 387.7 |
| System2 | 4.1 | 7.2 | 947.8 |
| | 4CIF<br>Xvidx264SVC | | |
| System1 | 12.1 | 7.8 | 2778.5 |
| System2 | 42.1 | 60.8 | 8155.4 |
| | HD<br>Xvidx264SVC | | | | | System1 | 15.3 | 7.7 | 3902.1 |
| --- | --- | --- | --- |
| System2 | 41.6 | 60.1 | 9575.8 | | 1 |
| | CIF<br>Xvidx264SVC | | |
| --- | --- | --- | --- |
| System1 | 1.1 | 0.9 | 387.7 |
| System2 | 4.1 | 7.2 | 947.8 |
| | 4CIF<br>Xvidx264SVC | | |
| System1 | 12.1 | 7.8 | 2778.5 |
| System2 | 42.1 | 60.8 | 8155.4 |
| | HD<br>Xvidx264SVC | | | | | BRISQUE | 0.9517 | 0.9323 | 0.2319 | 0.9809 | 0.9577 | 0.1097 |
| --- | --- | --- | --- | --- | --- | --- |
| NIQE | 0.9594 | 0.9439 | 0.1791 | 0.9859 | 0.9666 | 0.0912 | | 0 |
| 104.4 | 92.7 | 46.1 | 68.5 | 51.0 | 36.3 | 75.9 | 87.6 | 32.7 | 177.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 90.7 | 80.9 | 82.3 | 104.3 | 3190.5 | 39.4 | 68.9 | 88.8 | 31.6 | 182.8 | | | 69.2 | 64.6 | 44.1 | 64.3 | 40.4 | 31.1 | 53.2 | 63.6 | 27.4 | 124.7 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 65.9 | 62.0 | 58.7 | 79.9 | 141.5 | 29.5 | 46.4 | 65.3 | 26.0 | 131.1 |
| 91.6 | 82.9 | 82.0 | 105.0 | 124.2 | 35.6 | 76.5 | 104.0 | 30.8 | 189.3 | | 1 |
| 104.4 | 92.7 | 46.1 | 68.5 | 51.0 | 36.3 | 75.9 | 87.6 | 32.7 | 177.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 90.7 | 80.9 | 82.3 | 104.3 | 3190.5 | 39.4 | 68.9 | 88.8 | 31.6 | 182.8 | | | 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 |
| 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 |
| 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| 104.4 | 92.7 | 46.1 | 68.5 | 51.0 | 36.3 | 75.9 | 87.6 | 32.7 | 177.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 90.7 | 80.9 | 82.3 | 104.3 | 3190.5 | 39.4 | 68.9 | 88.8 | 31.6 | 182.8 |
| 69.2 | 64.6 | 44.1 | 64.3 | 40.4 | 31.1 | 53.2 | 63.6 | 27.4 | 124.7 | | | 65.9 | 62.0 | 58.7 | 79.9 | 141.5 | 29.5 | 46.4 | 65.3 | 26.0 | 131.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 91.6 | 82.9 | 82.0 | 105.0 | 124.2 | 35.6 | 76.5 | 104.0 | 30.8 | 189.3 | | 1 |
| 104.4 | 92.7 | 46.1 | 68.5 | 51.0 | 36.3 | 75.9 | 87.6 | 32.7 | 177.1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 90.7 | 80.9 | 82.3 | 104.3 | 3190.5 | 39.4 | 68.9 | 88.8 | 31.6 | 182.8 |
| 69.2 | 64.6 | 44.1 | 64.3 | 40.4 | 31.1 | 53.2 | 63.6 | 27.4 | 124.7 | | | 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| --- | --- | --- | --- | --- | --- | --- |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| Direction | Discuss | Eat | Greet | Phone | Pose | Purchase |
| --- | --- | --- | --- | --- | --- | --- |
| 89.9<br>65.0<br>69.5<br>68.7<br>74.4<br>57.5<br>58.6 | 97.6<br>73.5<br>80.2<br>74.8<br>66.7<br>68.6<br>64.6 | 90.0<br>76.8<br>78.2<br>67.8<br>67.9<br>59.6<br>63.7 | 107.9<br>86.4<br>87.0<br>76.4<br>75.2<br>67.3<br>62.4 | 107.3<br>86.3<br>100.8<br>76.3<br>77.3<br>78.1<br>66.9 | 93.6<br>68.9<br>76.0<br>84.0<br>70.6<br>56.9<br>57.7 | 136.1<br>74.8<br>69.7<br>70.2<br>64.5<br>69.1<br>62.5 |
| 57.0<br>52.8 | 58.6<br>54.8 | 57.9<br>54.2 | 58.7<br>54.3 | 67.1<br>61.8 | 54.2<br>53.1 | 65.9<br>53.6 | | | SitDown | Smoke | Photo | Wait | Walk | WalkDog | WalkPair |
| --- | --- | --- | --- | --- | --- | --- |
| 240.1<br>173.9<br>113.9<br>113.8<br>127.3<br>117.5<br>103.5 | 106.7<br>85.0<br>89.7<br>78.0<br>79.6<br>69.5<br>65.7 | 139.2<br>110.7<br>102.7<br>98.4<br>79.1<br>82.4<br>70.7 | 106.2<br>85.8<br>98.5<br>90.1<br>73.4<br>68.0<br>61.6 | 87.0<br>71.4<br>79.2<br>62.6<br>67.4<br>55.3<br>56.4 | 114.1<br>86.3<br>82.4<br>75.1<br>71.8<br>76.5<br>69.0 | 90.6<br>73.1<br>77.2<br>73.6<br>72.8<br>61.4<br>59.5 | | 1 |
| Direction | Discuss | Eat | Greet | Phone | Pose | Purchase |
| --- | --- | --- | --- | --- | --- | --- |
| 89.9<br>65.0<br>69.5<br>68.7<br>74.4<br>57.5<br>58.6 | 97.6<br>73.5<br>80.2<br>74.8<br>66.7<br>68.6<br>64.6 | 90.0<br>76.8<br>78.2<br>67.8<br>67.9<br>59.6<br>63.7 | 107.9<br>86.4<br>87.0<br>76.4<br>75.2<br>67.3<br>62.4 | 107.3<br>86.3<br>100.8<br>76.3<br>77.3<br>78.1<br>66.9 | 93.6<br>68.9<br>76.0<br>84.0<br>70.6<br>56.9<br>57.7 | 136.1<br>74.8<br>69.7<br>70.2<br>64.5<br>69.1<br>62.5 |
| 57.0<br>52.8 | 58.6<br>54.8 | 57.9<br>54.2 | 58.7<br>54.3 | 67.1<br>61.8 | 54.2<br>53.1 | 65.9<br>53.6 | | | Method | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase | Sit |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 87.36<br>102.41 | 109.31<br>147.72 | 87.05<br>88.83 | 103.16<br>125.38 | 116.18<br>118.02 | 106.88<br>112.38 | 99.78<br>129.17 | 124.52<br>138.89 |
| Ours | 89.87 | 97.57 | 89.98 | 107.87 | 107.31 | 93.56 | 136.09 | 133.14 |
| Method | Smoke | Photo | Wait | Walk | WalkDog | WalkPair | Avg. | Median |
| Zhou<br>Tekin | 107.42<br>118.42 | 139.46<br>182.73 | 118.09<br>138.75 | 79.39<br>55.07 | 114.23<br>126.29 | 97.70<br>65.76 | 113.01<br>124.97 | -<br>- |
| Ours | 106.65 | 139.17 | 106.21 | 87.03 | 114.05 | 90.55 | 114.18 | 93.05 | | 0 |
| Direction | Discuss | Eat | Greet | Phone | Pose | Purchase |
| --- | --- | --- | --- | --- | --- | --- |
| 89.9<br>65.0<br>69.5<br>68.7<br>74.4<br>57.5<br>58.6 | 97.6<br>73.5<br>80.2<br>74.8<br>66.7<br>68.6<br>64.6 | 90.0<br>76.8<br>78.2<br>67.8<br>67.9<br>59.6<br>63.7 | 107.9<br>86.4<br>87.0<br>76.4<br>75.2<br>67.3<br>62.4 | 107.3<br>86.3<br>100.8<br>76.3<br>77.3<br>78.1<br>66.9 | 93.6<br>68.9<br>76.0<br>84.0<br>70.6<br>56.9<br>57.7 | 136.1<br>74.8<br>69.7<br>70.2<br>64.5<br>69.1<br>62.5 |
| 57.0<br>52.8 | 58.6<br>54.8 | 57.9<br>54.2 | 58.7<br>54.3 | 67.1<br>61.8 | 54.2<br>53.1 | 65.9<br>53.6 | | | SitDown | Smoke | Photo | Wait | Walk | WalkDog | WalkPair |
| --- | --- | --- | --- | --- | --- | --- |
| 240.1<br>173.9<br>113.9<br>113.8<br>127.3<br>117.5<br>103.5 | 106.7<br>85.0<br>89.7<br>78.0<br>79.6<br>69.5<br>65.7 | 139.2<br>110.7<br>102.7<br>98.4<br>79.1<br>82.4<br>70.7 | 106.2<br>85.8<br>98.5<br>90.1<br>73.4<br>68.0<br>61.6 | 87.0<br>71.4<br>79.2<br>62.6<br>67.4<br>55.3<br>56.4 | 114.1<br>86.3<br>82.4<br>75.1<br>71.8<br>76.5<br>69.0 | 90.6<br>73.1<br>77.2<br>73.6<br>72.8<br>61.4<br>59.5 | | 1 |
| Direction | Discuss | Eat | Greet | Phone | Pose | Purchase |
| --- | --- | --- | --- | --- | --- | --- |
| 89.9<br>65.0<br>69.5<br>68.7<br>74.4<br>57.5<br>58.6 | 97.6<br>73.5<br>80.2<br>74.8<br>66.7<br>68.6<br>64.6 | 90.0<br>76.8<br>78.2<br>67.8<br>67.9<br>59.6<br>63.7 | 107.9<br>86.4<br>87.0<br>76.4<br>75.2<br>67.3<br>62.4 | 107.3<br>86.3<br>100.8<br>76.3<br>77.3<br>78.1<br>66.9 | 93.6<br>68.9<br>76.0<br>84.0<br>70.6<br>56.9<br>57.7 | 136.1<br>74.8<br>69.7<br>70.2<br>64.5<br>69.1<br>62.5 |
| 57.0<br>52.8 | 58.6<br>54.8 | 57.9<br>54.2 | 58.7<br>54.3 | 67.1<br>61.8 | 54.2<br>53.1 | 65.9<br>53.6 | | | Method | Smoke | Photo | Wait | Walk | WalkDog | WalkPair | Avg. | Median |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhou<br>Tekin | 107.42<br>118.42 | 139.46<br>182.73 | 118.09<br>138.75 | 79.39<br>55.07 | 114.23<br>126.29 | 97.70<br>65.76 | 113.01<br>124.97 | -<br>- |
| Ours | 106.65 | 139.17 | 106.21 | 87.03 | 114.05 | 90.55 | 114.18 | 93.05 | | 0 |
| | FilteredDomainsOfwhich,hostsexist |
| --- | --- |
| China | 97,1675408 |
| Indonesia | 14791543 | | | Iran | 59704527 |
| --- | --- |
| Turkey | 789584 | | 1 |
| | FilteredDomainsOfwhich,hostsexist |
| --- | --- |
| China | 97,1675408 |
| Indonesia | 14791543 | | | | ExtractedURLsFilteredURLs<br>(HTMLassetsandself-linkingURLsremoved) |
| --- | --- |
| China | 33,082,2172,098,264 |
| Indonesia | 12,580,357835,395 |
| Iran | 15,381,8731,868,852 |
| Turkey | 19,250,931913,213 |
| Totals: | 80,295,3785,715,724 | | 0 |
| | FilteredDomainsOfwhich,hostsexist |
| --- | --- |
| China | 97,1675408 | | | Indonesia | 14791543 |
| --- | --- |
| Iran | 59704527 |
| Turkey | 789584 | | 1 |
| | FilteredDomainsOfwhich,hostsexist |
| --- | --- |
| China | 97,1675408 | | | Indonesia | 12,580,357835,395 |
| --- | --- |
| Iran | 15,381,8731,868,852 |
| Turkey | 19,250,931913,213 |
| Totals: | 80,295,3785,715,724 | | 0 |
| Model | Valid.<br>Perp. | Test<br>Perp. | Sec./<br>Batch |
| --- | --- | --- | --- |
| Baseline | 54.1 | 37.7 | .45 |
| Multi-Token(L=1) | 54.2 | 37.4 | .82 | | | Multi-Token(L=2) | 53.9 | 36.4 | 4.85 |
| --- | --- | --- | --- |
| Multi-Emb(E=2) | 53.8 | 35.2 | 2.53 | | 1 |
| Model | Valid.<br>Perp. | Test<br>Perp. | Sec./<br>Batch |
| --- | --- | --- | --- |
| Baseline | 54.1 | 37.7 | .45 |
| Multi-Token(L=1) | 54.2 | 37.4 | .82 | | | Model | Valid.Perp. | TestPerp. |
| --- | --- | --- |
| Baseline | 47.64 | 48.62 |
| Multi-Token(L=1) | 45.69 | 47.21 |
| Multi-Token(L=2) | 44.15 | 46.12 |
| Multi-Token(L=3) | 45.19 | 46.84 |
| Multi-Emb(E=2) | 44.80 | 46.32 |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| Model | Valid.<br>Perp. | Test<br>Perp. | Sec./<br>Batch |
| --- | --- | --- | --- |
| Baseline | 54.1 | 37.7 | .45 | | | Multi-Token(L=1) | 54.2 | 37.4 | .82 |
| --- | --- | --- | --- |
| Multi-Token(L=2) | 53.9 | 36.4 | 4.85 |
| Multi-Emb(E=2) | 53.8 | 35.2 | 2.53 | | 1 |
| Model | Valid.<br>Perp. | Test<br>Perp. | Sec./<br>Batch |
| --- | --- | --- | --- |
| Baseline | 54.1 | 37.7 | .45 | | | Multi-Emb(E=2) | 44.80 | 46.32 |
| --- | --- | --- |
| Multi-Emb(E=3) | 42.76 | 43.78 | | 0 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 | | | a2 | 5,2 | 3,3 | 5,2 | 0,1 |
| --- | --- | --- | --- | --- |
| a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 1 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 | | | | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 7,7 | 5,2 | 0,1 |
| a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 0 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 3,3 | 5,2 | 0,1 | | | a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| --- | --- | --- | --- | --- |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 1 |
| | b1 | b2 | b3 | b4 |
| --- | --- | --- | --- | --- |
| a1 | 0,7 | 2,5 | 7,0 | 0,1 |
| a2 | 5,2 | 3,3 | 5,2 | 0,1 | | | a3 | 7,0 | 2,5 | 0,7 | 0,1 |
| --- | --- | --- | --- | --- |
| a4 | 0,0 | 0,-2 | 0,0 | 10,-1 | | 0 |
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