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1、DATAMININGANDANALYSISThefundamentalalgorithmsindataminingandanalysisformthebasisfortheemergingfieldofdatascience,whichincludesautomatedmethodstoanalyzepatternsandmodelsforallkindsofdata,withapplicationsrangingfromscientificdiscoverytobusinessintelligenceandanalytics.Thistextbookforseniorunde
2、rgraduateandgraduatedataminingcoursesprovidesabroadyetin-depthoverviewofdatamining,integratingrelatedconceptsfrommachinelearningandstatistics.Themainpartsofthebookincludeexploratorydataanalysis,patternmining,clustering,andclassification.Thebooklaysthebasicfoundationsofthesetasksandalsocovers
3、cutting-edgetopicssuchaskernelmethods,high-dimensionaldataanalysis,andcomplexgraphsandnetworks.Withitscomprehensivecoverage,algorithmicperspective,andwealthofexamples,thisbookofferssolidguidanceindataminingforstudents,researchers,andpractitionersalike.KeyFeatures:•Coversbothcoremethodsandcu
4、tting-edgeresearch•Algorithmicapproachwithopen-sourceimplementations•Minimalprerequisites,asallkeymathematicalconceptsarepresented,asistheintuitionbehindtheformulas•Short,self-containedchapterswithclass-testedexamplesandexercisesthatallowforflexibilityindesigningacourseandforeasyreference•Su
5、pplementaryonlineresourcecontaininglectureslides,videos,projectideas,andmoreMohammedJ.ZakiisaProfessorofComputerScienceatRensselaerPolytechnicInstitute,Troy,NewYork.WagnerMeiraJr.isaProfessorofComputerScienceatUniversidadeFederaldeMinasGerais,Brazil.DATAMININGANDANALYSISFundamentalConceptsa
6、ndAlgorithmsMOHAMMEDJ.ZAKIRensselaerPolytechnicInstitute,Troy,NewYorkWAGNERMEIRAJR.UniversidadeFederaldeMinasGerais,Brazil32AvenueoftheAmericas,NewYork,NY10013-2473,USACambridgeUniversityPressispartoftheUniversityofCambridge.ItfurtherstheUniversity’smissionbydisseminatingknowledgeinthepursu
7、itofeducation,learning,andresearchatthehighestinternationallevelsofexcellence.www.cambridge.orgInformationonthistitle:www.cambridge.org/9780521766333cMohammedJ.ZakiandWagnerMeiraJr.2014Thispublicationisincopyright.Subjecttostatutoryexceptionandtotheprovi