基于群体智能的微博公众情感预测方法

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1、...华中科技大学硕士学位论文AbstractWiththerapiddevelopmentofmicroblog,moreandmoreusersarelikelytoexpresstheiropinionsaboutsomehottopicsoreventsonmicroblog.Themicroblogincludesnotonlythefactinthedescriptionofobjectiveinformation,butalsosubjectiveinformationsuchastheauthor'sattitude,opinionandpointofview.In-depth

2、studyofthesesubjectiveinformationhiddeninmicroblogcanhelpusunderstandtheimpactofhottopiconindividualsentimentstate,analyzethepublicsentiment,andforecastthetendencyofpublicsentiment.Inordertosolvetheproblemthatmostsentimentanalysismethodsonlytakethemessageintoaccount,anoptimizationisproposed,whichtak

3、esthemicrobloguserandtheuser'sbehaviorintoaccount.Fortheproblemofignoringmicroblogusersandmicroblogsocialnetworkinmicroblogpublicsentimentprediction,whicharemostlybasedonmathematicalstatisticalmethods,amethodbasedonswarmintelligenceisproposed.Thispredictionmethodtakesmicrobloguser'sweight,sentimentf

4、luctuationandsentimentconsistency,anditincludestwoparts.Thefirstpartisself-evolvingwhichrepresentstheemotionalchangesofthemicrobloguserself,andthesecondpartismutual-evolvingwhichrepresentstheemotionalinfluencesfromothermicroblogusers.Themicrobloguser'ssentimentfluctuationandsentimentconsistencyareba

5、sedonthesentimentanalysisofthehistorymessagesofthemicrobloguser.Ourexperimentresultsindicatethattheaccuracy,recallandF-scorecanbesignificantlyimprovedbytheoptimizationatsentimentanalysis.Andwefindaimprovementofaccuracyofthemethodproposedcomparedwiththemethodbasedon leastsquare.Keywords:Microblog,Sen

6、timentAnalysis,PublicSentiment......II......华中科技大学硕士学位论文目录摘要........................................................................................................IABSTRACT..................................................................................................II目录.........................

7、.............................................................................III1绪论1.1课题研究背景....................................................................................(1)1.2课题的研究目的和意义........