好Exploring Web Search Behavior Patterns to Personalize the Search Results.pdf

好Exploring Web Search Behavior Patterns to Personalize the Search Results.pdf

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时间:2019-03-14

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1、2011ThirdInternationalConferenceonIntelligentNetworkingandCollaborativeSystemsExploringWebSearchBehaviorPatternstoPersonalizetheSearchResultsWichianPremchaiswadiWalisaRomsaiyudGraduateSchoolofInformationTechnology,GraduateSchoolofInformationTechnology,SiamUniversity,235Petkasemrd.,SiamUniversit

2、y,235Petkasemrd.,Bangkok,ThailandBangkok,Thailandwichian@siam.eduwalisa.rom@siam.eduAbstract—Taggingreferstothemetadatathatmanyusersthemeaningsbehinduserrequestsandmatchthesesemanticaddedintheformofkeywordsonphotos,videos,andotherelementsformainlypurposeinordertoreturntherightresourcesforsharin

3、gthecontentsviatheinternet.However,resultsthatmeettheuser’sneed[2].thereareseveraldifficultieswithtaggingthatcomefromtagSeveralresearchcommunitieshaveaddressedtheissuesvariation,tagambiguityandflatorganization.Thispaperasfollowing:Pageetal.,thefounderofGoogle,developedapresentstheintegrationofs

4、ocialtaggingandthecollaborativesearchalgorithmcalledPageRank[3]thatanalyzeslinkswebsearchtoimproveusers’orgroupsofusers’satisfactioninusingsophisticatedtext-matchingtechniquesandshowsasearchresults.Thecharacteristicsofcollaborativewebsearchhighersearchresultoccursforsitesthatarelinkedbyotherena

5、bleremotecollaborationamongsmallgroupsofuserswhoimportantsites.Then,LiuandMa[4]replacedthePageRankareworkingeithersynchronouslyorasynchronouslyonwebandproposedthenewBrowseRankalgorithmforcollectingsearchtasks.Ourmainpurposeistoanalyzetheusers’theuserbehaviordatainwebsurfingandbuiltauserbehavior

6、patternsfromthesearchkeywordsobtainedfromthebrowsinggraph.However,webcontentsrefernotonlytosameanddifferentgroupsofusers.Thepatternsofwebsearchbehaviorsarelearnedandusedforgeneratingthetag-basedtext,butalsopictures,soundsandmovies.Therefore,webassociationrules.Theresultsofanalysiscanbeusedtocon

7、tentminingtechniqueshasbeenappliedinmanystudiesimprovethequalityofwebsearchforasocialsearchsuchasclassificationwebsearchresults[5],Lajmietal.[6]community.Wedesignedandimplementedawebapplicationusessocialnetworksandcommonsensededuc

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