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an introduction to support vector machines and other kernelbased learning methods nello cristianini and john shawetaylor by frfurax外语英文电子书

an introduction to support vector machines and other kernelbased learning methods nello cristianini and john shawetaylor by frfurax外语英文电子书

ID：8000109

大小：4.30 MB

页数：266页

时间：2018-03-03

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1、1AnIntroductiontoSupportVectorMachinesandOtherKernel-basedLearningMethodsbyNelloCristianiniandJohnISBN:0521780195Shawe-TaylorCambridgeUniversityPress?2000(190pages)ThisisthefirstcomprehensiveintroductiontoSVMs,anewgenerationlearningsystembasedonrecentadvance

2、sinstatisticallearningtheory;itwillhelpreadersunderstandthetheoryanditsreal-worldapplications.CompanionWebSiteTableofContentsAnIntroductiontoSupportVectorMachinesandOtherKernel-BasedLearningMethodsPrefaceChapter1-TheLearningMethodologyChapter2-LinearLearning

3、MachinesChapter3-Kernel-InducedFeatureSpacesChapter4-GeneralisationTheoryChapter5-OptimisationTheoryChapter6-SupportVectorMachinesChapter7-ImplementationTechniquesChapter8-ApplicationsofSupportVectorMachinesAppendixA-PseudocodefortheSMOAlgorithmAppendixB-Bac

4、kgroundMathematicsReferencesIndexListofFiguresListofTablesListofExamples122AnIntroductiontoSupportVectorMachinesandOtherKernel-BasedLearningMethods1AnIntroductiontoSupportVectorMachinesandOtherKernel-BasedLearningMethodsNelloCristianiniJohnShawe-TaylorCAMBRI

5、DGEUNIVERSITYPRESSPUBLISHEDBYTHEPRESSSYNDICATEOFTHEUNIVERSITYOFCAMBRIDGEThePittBuilding,TrumpingtonStreet,Cambridge,UnitedKingdomCAMBRIDGEUNIVERSITYPRESSTheEdinburghBuilding,CambridgeCB22RU,UK40West20thStreet,NewYork,NY10011-4211,USA477WilliamstownRoad,PortM

6、elbourne,VIC3207,AustraliaRuizdeAlarcón13,28014Madrid,SpainDockHouse,TheWaterfront,CapeTown8001,SouthAfricahttp://www.cambridge.orgCopyright©2000CambridgeUniversityPressThisbookisincopyright.Subjecttostatutoryexceptionandtotheprovisionsofrelevantcollectiveli

7、censingagreements,noreproductionofanypartmaytakeplacewithoutthewrittenpermissionofCambridgeUniversityPress.Firstpublished2000Reprinted2000(withcorrections),2001(twice),2002(withcorrections),2003TypefaceTimes10/12pt.SystemLATEX2ε[EPC]Acataloguerecordforthisbo

8、okisavailablefromtheBritishLibraryLibraryofCongressCataloguinginPublicationdataavailable0521780195AnIntroductiontoSupportVectorMachinesThisbookisthefirstcomprehensiveintroductiontoSupportVectorM

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