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1、DataMiningThirdEditionThispageintentionallyleftblankDataMiningPracticalMachineLearningToolsandTechniquesThirdEditionIanH.WittenEibeFrankMarkA.HallAMSTERDAM•BOSTON•HEIDELBERG•LONDONNEWYORK•OXFORD•PARIS•SANDIEGOSANFRANCISCO•SINGAPORE•SYDNEY•TOKYOMorganKaufmannPublishersisanimprintofElsevierMorganKaufm
2、annPublishersisanimprintofElsevier30CorporateDrive,Suite400,Burlington,MA01803,USAThisbookisprintedonacid-freepaper.Copyright©2011ElsevierInc.Allrightsreserved.Nopartofthispublicationmaybereproducedortransmittedinanyformorbyanymeans,electronicormechanical,includingphotocopying,recording,oranyinforma
3、tionstorageandretrievalsystem,withoutpermissioninwritingfromthepublisher.Detailsonhowtoseekpermission,furtherinformationaboutthePublisher’spermissionspoliciesandourarrangementswithorganizationssuchastheCopyrightClearanceCenterandtheCopyrightLicensingAgency,canbefoundatourwebsite:www.elsevier.com/per
4、missions.ThisbookandtheindividualcontributionscontainedinitareprotectedundercopyrightbythePublisher(otherthanasmaybenotedherein).NoticesKnowledgeandbestpracticeinthisfieldareconstantlychanging.Asnewresearchandexperiencebroadenourunderstanding,changesinresearchmethods,professionalpractices,ormedicalt
5、reatmentmaybecomenecessary.Practitionersandresearchersmustalwaysrelyontheirownexperienceandknowledgeinevaluatingandusinganyinformation,methods,compounds,orexperimentsdescribedherein.Inusingsuchinformationormethodstheyshouldbemindfuloftheirownsafetyandthesafetyofothers,includingpartiesforwhomtheyhave
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7、hematerialherein.LibraryofCongressCataloging-in-PublicationDataWitten,I.H.(IanH.)Datamining:practicalmachinelearningtoolsandtechniques.—3rded./IanH.Witten,FrankEibe,MarkA.Hall.p.cm.—(TheMorganKaufmann
