data mining and analysis fundamental concepts and algorithms

data mining and analysis fundamental concepts and algorithms

ID:14840141

大小:9.93 MB

页数:607页

时间:2018-07-30

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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

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