| { |
| "paper_id": "O17-1022", |
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| "date_generated": "2023-01-19T07:59:45.769503Z" |
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| "title": "Mining Language Patterns Using Word Embeddings", |
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| { |
| "first": "Xiang", |
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| "institution": "Yuan Ze University", |
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| "last": "Xiao", |
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| "first": "Shao-Zhen", |
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| "institution": "FuZhou University", |
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| "last": "Ye", |
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| "first": "Liang-Chih", |
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| "first": "\u8cf4\u570b\u83ef", |
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| "venue": null, |
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| "abstract": "Negative life event is an important reason of causing depression, such as the death of family members, quarreled with the spouse, fired by the boss or blamed by the teacher. The", |
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| "text": "Negative life event is an important reason of causing depression, such as the death of family members, quarreled with the spouse, fired by the boss or blamed by the teacher. The", |
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| "text": "combination of a subject and a negative life event is called a language pattern of negative life events. Therefore, whether it can understand those web texts with depression trend by identifying these negative life event language patterns automatically and accurately, which is important to establish effective and practical psychiatric network services. Such as the question (parent: divorce:: boyfriend:?), this study applied the distributional word embeddings to mine the language patterns of negative life events. The experimental results showed that the MRR index reached 0.71. \u5305\u542b\u5927\u91cf\u7684\u975e\u7d50\u69cb\u5316\u7684\u81ea\u7136\u8a9e\u8a00\uff0c\u8ca0\u9762\u751f\u6d3b\u4e8b\u4ef6\u4e5f\u901a\u5e38\u4e0d\u662f\u9023\u7e8c\u7684\u8a5e\uff0c\u5982\"\u5144\u9577\u56e0\u5931\u6200 \u6cae\u55aa\u8fad\u516c\u5bb6\u55ae\u4f4d\u512a\u6e25\u7684\u5de5\u4f5c\"\u9019\u4e00\u53e5\u8a71\u6f5b\u542b\u4e86\u5169\u500b\u8ca0\u9762\u4e8b\u4ef6\"\u5931\u6200\"\u548c\"\u8fad\u8077\"\uff0c\u53ef\u8207 \u4e3b\u8a9e\u7d44\u6210\u5169\u500b\u8a9e\u8a00\u6a23\u5f0f(\"\u5144\u9577\"\uff0c\"\u5931\u6200\")\u548c(\"\u5144\u9577\"\uff0c\"\u8fad\u8077\") \u3002\u8ca0\u9762\u751f\u6d3b ", |
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| "text": "1\u3001CBOW CBOW \u6a21 \u578b \u7684 \u7d50 \u69cb \u5982 \u5716 \u4e00 \u6240 \u793a \uff0c \u662f \u6839 \u64da \u7d66 \u5b9a \u4e0a \u4e0b \u6587 \u5e8f \u5217 } , , , , , { 2 / ) 1 ( 1 1 2 / ) 1 ( \u2212 + + \u2212 \u2212 \u2212 = n t t t n t w w w w S \uf04b \uf04b \u76f4\u63a5\u5c0d\u76ee\u6a19\u8a5e t w \u9032\u884c\u9810\u6e2c\u3002 ... ... ... ... ... 2 / ) 1 ( \u2212 \u2212 n t w 1 t + w 2 / ) 1 ( \u2212 + n t w \u539f\u59cb\u6587\u672c \u8f38\u5165\u5c64 \u8f38\u51fa\u5c64 x y ... 1 \u2212 t w ... ... average \u5716\u4e00\u3001CBOW \u6a21\u578b\u7d50\u69cb\u5716 \u4e0a\u4e0b\u6587\u6240\u6709\u8a5e\u5c0d\u7576\u524d\u8a5e\u51fa\u73fe\u6982\u7387\u7684\u5f71\u97ff\u6b0a\u91cd\u4e00\u6a23\uff0c\u4e0d\u8003\u616e\u8a5e\u5e8f\u3002\u795e\u7d93\u7db2\u8def\u8a9e\u8a00\u6a21\u578b\u7684\u8f38 \u5165\u662f\u4e0a\u6587\u5404\u8a5e\u5411\u91cf\u9996\u5c3e\u62fc\u63a5\u800c\u6210\uff0cCBOW \u6a21\u578b\u4e2d\u662f\u4e0a\u4e0b\u6587\u5404\u8a5e\u5411\u91cf\u7684\u5e73\u5747\u503c\u3002\u8f38\u5165\u70ba\uff1a \u2211 \u2208 \u2212 = S j w j w C n x ) ( 1 1 (1) \u5176\u4e2d j w \u8868\u793a\u76ee\u6a19\u8a5e t w \u4e0a\u4e0b\u6587\u7684\u4efb\u4e00\u8a5e\uff0c ) ( j w C \u8868\u793a\u8a5e j w \u7684\u8a5e\u5411\u91cf\u3002\u5c0d\u76ee\u6a19\u8a5e\u9032\u884c\u9810\u6e2c\uff1a \u2211 \u2208 \u2032 \u2212 + + \u2212 \u2212 \u2212 \u2032 \u2032 \u2032 = = V w T t T t n t t t n t t t x w e x w e w w w w w P S w P ) ) ( exp( ) ) ( exp( ) , , , , , | ( ) | ( 2 / ) 1 ( 1 1 2 / ) 1 ( \uf04b \uf04b (2)", |
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| { |
| "text": "2\u3001Skip-gram ", |
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| { |
| "text": "EQUATION", |
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| { |
| "start": 0, |
| "end": 8, |
| "text": "EQUATION", |
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| "raw_str": "\u2211 \u2208 \u2032 \u2032 \u2032 \u2032 = V w j T j T t j t w e w e w e w e w w P )) ( ) ( exp( )) ( ) ( exp( ) | (", |
| "eq_num": "(3)" |
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| "section": "", |
| "sec_num": null |
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| { |
| "text": ". ", |
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| "text": ".. ... ... ... ... 2 / ) 1 ( \u2212 \u2212 n t w 1 t + w 2 / ) 1 ( \u2212 + n t w \u539f\u59cb\u6587\u672c \u8f38\u5165\u5c64 \u8f38\u51fa\u5c64 x y ... 1 \u2212 t w ... ...", |
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| "text": "* \" \uff0c a \u4e4b \u65bc b \u8207 a * \u4e4b \u65bc b * \u7684 \u95dc \u4fc2 \u4e00 \u81f4 \uff0c \u5b83 \u5011 \u7684 \u8a5e \u5411 \u91cf \u4e4b \u9593 \u5b58 \u5728 ) ( ) ( ) ( ) ( * * a V b V a V b V \u2212 \u2248 \u2212 \uff0c\u5373 ) ( ) ( ) ( ) ( * * a V a V b V b V + \u2212 \u2248 \u7684\u95dc\u4fc2\u3002\u554f\u984c\u53ef\u4ee5\u8f49\u5316\u6210\u8a08\u7b97 \u5019\u9078\u8a5e\u8207\u7d66\u5b9a\u8a5e\u9593\u76f8\u4f3c\u5ea6\uff1a ) , ( *", |
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