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1、DevelopingaHybridFrameworkforaWeb-PageRecommenderSystemVasileiosAnastopoulos,PanagiotisKarampelas,andRedaAlhajjAbstractRecommendersystemsnowadaystendtobecomeanecessityagainstin-formationandproductoverloading.TheyaimtofacilitateusersbrowsingtheWorldWideWebb
2、ysuggestingrelevantproducts,websitesorservicesaccordingtousers’preferences.InthispaperwepresentahybridframeworkthatanalyzesWeblogsusingsocialnetworkanalysisanddataminingtechniques,toextractusefulinfor-mationaboutusersbrowsingpatterns.Basedontheidentifiedres
3、ultstheframeworkbuildsarecommendationenginethatisintegratedintheWebbrowseroftheuser.Acasestudybasedonrealdatafromanorganizationof250employeesisfinallypresentedusingthesystemprototypewhichwasconstructedbasedontheproposedframework.KeywordsRecommendersystem·So
4、cialnetwork·Datamining·Associationrules·Systemprototype·Hybridframework1IntroductionItiswidelyacceptednowadaysthattheWorldWideWebhasbecomethemainsourceofinformationforpracticallyanyinformationsomeonewouldliketoget.TheWebisdevelopingintothemainsourceforever
5、ythingthatcouldcometomindandtheusergroupisgrowingexponentiallyincreasingtoincludemostlyuserswithlimitedbackgroundandcapabilities.Thisabundanceofinformation,togetherwiththeadvertisementsandincombinationwiththevarioushyperlinksinherenttotheWebpages,hasincrea
6、sedcognitiveloadofauserwithinformationthatmostofthetimesisirrelevanttohis/herinterestonatopic.Thus,findinginformationhasV.Anastopoulos(B)·P.KarampelasHellenicAmericanUniversity,Manchester,NH,USAe-mail:vasanasto@gmail.comP.Karampelase-mail:pkarampelas@hauniv
7、.usR.AlhajjDept.ofComputerScience,UniversityofCalgary,Calgary,Canadae-mail:alhajj@ucalgary.caT.Özyeretal.(eds.),MiningSocialNetworksandSecurityInformatics,161LectureNotesinSocialNetworks,DOI10.1007/978-94-007-6359-3_9,©SpringerScience+BusinessMediaDordrech
8、t2013162V.Anastopoulosetal.Fig.1Proposedframeworkblockdiagramchangedintoatimeconsuming,effortdemandingandsometimesdisturbingtaskforbothnoviceandexperiencedusers.Tofacilitateusersinthisquest,recommen-dationsys
