基于信任关系的微博信息个性化推荐系统

基于信任关系的微博信息个性化推荐系统

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时间:2019-03-04

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1、西安建筑科技大学硕士学位论文PersonalizedMicro-bloginformationrecommendationsystembasedontrustrelationshipMajor:ComputerTechnologyName:QiaoWeiInstructor:Prof.DongLiliAbstractWiththeadventofWeb2.0era,socialnetworkingservicedevelopedrapidly,asanewsocialnetworkplatform,microblogginga

2、ttractslotsofpeoplebyitsdistinctiveinformationdisseminationpattern,changesthewaythatpeoplegetinformationandthelifestyle.Whilewiththerapidlygrowthofusernumbersandtheamountofinformation,itbecomesharderthatpeoplewantstofindsomethinginteresting.Howresolvethe'overload'pr

3、oblemandimprovetheinformation'sutilization,hasbecomeanurgentquestionsthatneedtobeaddressed.Basedontheanalyzesofrelationshipbetweenuserandminingmicrobloggingcontentinformation,thispaperconductstheinformationrecommendation,thespecificresearchworkincludedcollectingandp

4、reprocessingofmicrobloggingdata,proposedamicroblogginginformationrecommendationalgorithmbasedontrustrelationships,thismicroblogginginformationrecommendationsystemcontainedthreemainsections.Inthecollectionandpre-treatmentpartofmicrobloggingdata,thispaperfirstlyanalys

5、istheTencentmicrobloggingdata.Theonthisbasis,giventhespecificsolutionsaboutcollectionofmicrobloggingdata,completedthedatacollectionsubsystem.Finally,accordingtothealgorithmneeds,thispapermadethecorrespondingdatapreprocessing.Onthebasisofthedatacollection,thispaperan

6、alyzesthedataofcustomers'relationship,buildsuptheusertrustcomputingmodeltocalculatethemicroblogginguserstrust.Thencomparedcalculationmodelsoftextsimilaritywiththemainmethod,paperstartedfromthestatisticallanguagemodel,basedonTF-IDFalgorithmto万方数据西安建筑科技大学硕士学位论文calcula

7、tethemicrobloggingtextsimilarity.Afteranalyzedanddiscussedaroundthecurrentmostwidelyusedrecommendationalgorithm,thispapercombinedwiththestructureandcontentofthemicroblogging,learnedtheconceptoftrustandfamiliarityfrompsychologyandsociology,andpresentedamicrobloggingp

8、ersonalizedrecommendationalgorithm.Finally,throughtheexperimentsandanalysis,obtainedtheparametersofthealgorithm,confirmedthealgorithmbycom

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