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1、VladimirN.VapnikTheNatureofStatisticalLearningTheorySecondEditionWith50IlIustrationsSpringerVladimirN.VapnikAT&TLabs-ResearchROOITI3-130100SchuluDriveRedBank,NJ07701USAvlad@research.att.comSeriesEdiforsMichaelJordanSleffenL.LauritzenDepartmentofComputerScienceDepartmentofMat
2、hematicalSciencesUniversityofCalifornia,BerkeleyAalhrgUniversityBerkeley,CA94720DK-9220Adb0.gUSADenmarkJeraldF-LawlessVijayNairDepartmentofStatisticsDepartmentofStatisticsUniversityofWaterlooUniversityofMichiganWater1m,OntarioN2L3GlAmArhr,MI43109CanadaUSALibraryofCongrcsscat
3、aloging-in-PublicationDataVapnik.VladimirNaumovich.Thenatureofstatisticallearningtheory/VladimirN.Vapnik,-2nded.p.cm.-(Statisticsforengineeringandinformationscience)tncludesbibtiographicalreferencesandindex.1SBN0-387-98780-0(hc.:aU;.paper)2.Computationallearningtheory.2.Reas
4、oning.I+Title.Il.Series.Q325.7.V371999006.3'1'015195A2t99-39803Printedonacid-freepaper.O2000,t995Springer-VerlagNewYork,Inc.Allrightsreserved.Thisworkmaynotbetranslaedorcopiedinwhoteorinpartwithoutthewrittenpermissionofthepublisher(Springer-VerlagNewYork,lnc..t75FifthAvenue,
5、NewYork,NY10010,USA),exceptforbriefexcerptsincannectionwithreviewsorschliirlyanalysis.Useinconnectionwithanyfmofinformationstorageandretrieval,etecmnicadaptation.compulersoftware,orbysimilarordissimilarmethodologynowknownorhereafterdevelopedisforbidden.Theuseofgeneraldescrip
6、tivenames,tradenames,trademarks,etc.,inthispublication,eveniftheformerarenotespeciallydentif&,isnotlobetakenasasignthatsuchnames,asunderstoodbytheTradeMarksandMerchandiseMarksAct,mayaccordinglykusedfreelybyanyone.ProductionmanagedbyFrankM~Guckin;manufacturingsupervisedbyEric
7、aBmsler-Phwocompsedcopypreparedfromtheauthor'sLATEXfiles.PrintedandboundbyMapte-VailBookManufacturingGroup,York,PA.PrintedintheUniledStatesofAmerica.ISBN0-387-98780-0Springer-WrlagNewYorkBertinHeidelbergSPIN10713304..InmemoryofmymotherPrefacetotheSecondEditionFouryearshavepa
8、s4sincethefirsteditionofthisbook.Theseyearswere"fasttime"inthedevelopmentof