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1、AModelforDynamicIntegrationofDataSourcesMuratObaliandBunyaminDursunAbstractOnlineandofflinedataisthekeytoIntelligenceAgents,butthesedatacannotbefullyanalyzedduetothewealthandcomplexityandnon-integratednatureoftheinformationavailable.Inthefieldofsecurityandintelligence,thereisahugenumber
2、ofdatacomingfromheterogonousdatasourcesindifferentformats.Theintegrationandthemanagementofthesedataareverycostlyandtimeconsuming.Theresultisagreatneedfordynamicintegrationoftheseintelligentdata.Inthispaper,weproposeacompletemodelthatintegratesdifferentonlineandofflinedatasources.Thismo
3、deltakespartbetweenthedatasourcesandourapplications.KeywordsOnlinedata·Offlinedata·Datasource·Infotype·Information·Fusion·Dynamicdataintegration·Schemamatching·Fuzzymatch1IntroductionHeterogonousdatabasesaregrowingexponentiallyasinMoore’slaw.Dataintegra-tionimportanceisincreasingasthev
4、olumeofdataandtheneedtosharethisdataincrease.Astheyearswentby,mostenterprisedatafragmentedindifferentdatasources.So,theyhavetocombinethesedataandtoviewinaunifiedform.OnlineandofflinedataisthekeytoIntelligenceAgents,butwecannotfullyanalyzethisdataduetothewealthandcomplexityandnon-integra
5、tednatureoftheinformationavailable[2].Inthefieldofsecurityandintelligence,thereisahugenumberofdatacomingfromheterogonousdatasourcesindifferentformats.Howtointegrateandmanage,andfindingrelationsbetweenthesedataarecrucialpointsforanalysis.Whenanewdatasourceisaddedoranolddatasourceischange
6、dbymeansofdatastructure,M.Obali(B)·B.DursunTubitakBilgemBte,Ankara,Turkeye-mail:murat.obali@tubitak.gov.trB.Dursune-mail:bunyamin.dursun@tubitak.gov.trT.Özyeretal.(eds.),MiningSocialNetworksandSecurityInformatics,1LectureNotesinSocialNetworks,DOI10.1007/978-94-007-6359-3_1,©SpringerSc
7、ience+BusinessMediaDordrecht20132M.ObaliandB.DursunFig.1Generalmodelofthesystemintelligencesystemswhichusethesedatasourceshavetochange;andsometimesthesechangesmustbemadeinsourcecodesofthesystemsthatmainlyrequireanalyzing,designing,coding,testinganddeployingphases.Thatislossoftimeandmo
8、ney.T