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《微博情感詞典的構(gòu)建及其在微博情感分析中的應(yīng)用研究》由會員上傳分享,免費在線閱讀,更多相關(guān)內(nèi)容在教育資源-天天文庫。
1、Abstract一—————————————————————————————————————————————一dictionarytoformthefinalmicroblogemotionaldictionary.Thispaperusesthefinalmicroblogemotionaldictionarytoanalysisthesentimentofmicroblogtext.Inordertotestthemicroblogemotionaldictionaryandrules鋤.eeffectiveformicroblogsentimentanal
2、ysis,theMEandSVMclassificationmodel鋤.eselectedastwocomparisonmethods.Inordertoverifytheapplicabilityofthedictionary,twodifferentkindsofexperimentalcorpusareselected.Thebalancedexperimentalcorpusmeansthesentimentisuniformdistributed,buttheunbalancedoneisrandomlydistributed.Theexperime
3、ntalcomparisonresultsshowthatusingthemicroblogemotionaldictionaryandrulesisbetterthantheother。twoclassifiermodelsbothinthetwokindsofexperimentalcorpus.Furthermore,thevalidityandapplicabilityofthemicroblogemotionaldictionary,whichisbuilttoanalysisthesentimentofmicrobloginthispaper,isv
4、erifiedbytheexperimentalresults·KeyWords:ChineseMicroblog;SentimentAnalysis;MicroblogSentimentDictionary;SVM;MEIII目錄摘要?????????????????..IAbstract????????????????II目錄?????????????????.IV圖表目錄???????????????..Vll1引言????????????????..i1.1研究背景及意義???????????????11.2微博的發(fā)展?fàn)顩r???????????????2
5、1.3本文研究工作???????????????..41.4論文組織框架???????????????..42情感分析相關(guān)研究..????????????62.1相關(guān)術(shù)語?????????????????72.2相關(guān)研究工作???????????????..82.3特征提取?????????????????92.4情感分類方法???????????????.102.4.1基于詞典和規(guī)則相結(jié)合的方法???????????..102.4.2基于統(tǒng)計的方法???????????????.112.4.2.1k一近鄰方法???????????????ll2.4.2.2條件
6、隨機場模型?????????????..122.4.2.3最大熵模型???????????????132.4.2.4支持向量機模型?????????????..13TV目錄2.5本章小結(jié)????????????????..153微博情感詞典及相關(guān)資源的構(gòu)建????????.163.1相關(guān)詞典的構(gòu)建??????????????..163.1.1基礎(chǔ)情感詞典????????????????173.1.2表情符號情感詞典???????????????173.1.3網(wǎng)絡(luò)用詞情感詞典???????????????183.1.4程度副詞詞典????????????????1
7、93.1.5否定詞詞典????????????????..213.1.6連詞詞典?????????????????.223.2基于句法結(jié)構(gòu)模版的情感詞典的擴展????????..243.2.1構(gòu)建句法結(jié)構(gòu)模版???????????????243.2.2抽取候選情感詞???????????????.273.2.3情感詞極性的判斷???????????????283.3情感詞的擴展???????????????.293.4多義性情感詞和隱含性情感句規(guī)則構(gòu)建????????303.5本章小結(jié)????????????????..314微博情感詞典在微博情感分析中的應(yīng)用研
8、究?????324.1微