内容简介
Textminingisanewandexcitingareaofcomputerscienceresearchthattriestosolvethecrisisofinformationoverloadbycombiningtechniquesfromdatamining,machinelearning,naturallanguageprocessing,informationretrieval,andknowledgemanagement.Similarly,linkdetection–arapidlyevolvingapproachtotheanalysisoftextthatsharesandbuildsuponmanyofthekeyelementsoftextmining–alsoprovidesnewtoolsforpeopletobetterleveragetheirburgeoningtextualdataresources.TheTextMiningHandbookpresentsacomprehensivediscussionofthestate-of-the-artintextminingandlinkdetection.Inadditiontoprovidinganin-depthexaminationofcoretextminingandlinkdetectionalgorithmsandoperations,thebookexaminesadvancedpre-processingtechniques,knowledgerepresentationconsiderations,andvisualizationapproaches.Finally,thebookexplorescurrentreal-world,mission-criticalapplicationsoftextminingandlinkdetectioninsuchvariedfieldsasM&Abusinessintelligence,genomicsresearchandcounter-terrorismactivities.
作者简介
DrRonenFeldmanisaSeniorLecturerintheMathematicsandComputerScienceDepartmentofBar-IlanUniversityandDirectoroftheDataandTextMiningLaboratory.DrFeldmanisco-founder,ChiefScientistandChairmanoftheBoardofClearforest,Ltd.,aleaderindevelopingnextgenerationtextminingapplicationsforcorporateandgovernmentclients.HealsorecentlyservedasanAdjunctProfessoratNewYorkUniversity'sSternSchoolofBusiness.Apioneerintheareasofmachinelearning,datamining,andunstructureddatamanagement,hehasauthoredorco-authoredmorethan70publishedarticlesandconferencepapersintheseareas.JimSangerisaventurecapitalist,appliedtechnologistandrecognizedindustryexpertintheareasofcommercialdatasolutions,InternetapplicationsandITsecurityproducts.HeisapartneratABSVentures,anindependentventurefirmfoundedin1982andoriginallyassociatedwithtechnologybankingleaderAlexBrownandSons.ImmediatelybeforejoiningABSVentures,MrSangerwasaManagingDirectorintheNewYorkofficesofDBCapitalVenturePartners,theglobalventurecapitalarmofEurope'slargestfinancialinstitution,DeutscheBank.BeforetransferringtoDBCapitalinNewYork,MrSangerwasChiefTechnologyOfficerandDirectorofTechInvestmentforDeutscheBank'sLondon-basedcorporatedevelopmentandventuringgroup,aswellasVicePresidentofSoftwareDevelopmentfortheE-businessdivisionoftheDeutscheBank'sinvestmentbankingorganization.PriortohisworkatDeutscheBank,MrSangerheldavarietyofseniorITpositionsatBarclaysBankandBellAtlanticCorporation(nowVerizonCommunications).MrSangerhasbeenaboardmemberofseveralthought-leadingtechnologycompanies,includingInxightSoftware,Gomez,Inc.,andClearforest,Inc.;hehasalsoservedasanofficialobservertotheboardsofAlphaBlox(acquiredbyIBMin2004),Intralinks,andImagineSoftware,andasamemberoftheTechnicalAdvisoryBoardofQualys,Inc.Hehasbeenaspeakeratleadingtechnologyconferences,includingInternetWorld,M-CommerceWorld,EuromoneySeminars,andYankeeGroup-sponsoredevents.MrSangerreceivedhisBA,cumlaude,fromtheUniversityofPennsylvaniaandattendedpostgraduatecoursesinSoftwareEngineeringandInformationTechnologyatOxfordUniversityandtheUniversityofLiverpool.MrSangerisamemberoftheIEEEandAmericanAssociationforArtificialIntelligence(AAAI).