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1、InformationScienceandStatisticsSeriesEditors:M.JordanJ.KleinbergB.Scho¨lkopfInformationScienceandStatisticsAkaikeandKitagawa:ThePracticeofTimeSeriesAnalysis.Bishop:PatternRecognitionandMachineLearning.Cowell,Dawid,Lauritzen,andSpiegelhalter:ProbabilisticNetwo
2、rksandExpertSystems.Doucet,deFreitas,andGordon:SequentialMonteCarloMethodsinPractice.Fine:FeedforwardNeuralNetworkMethodology.HawkinsandOlwell:CumulativeSumChartsandChartingforQualityImprovement.Jensen:BayesianNetworksandDecisionGraphs.Marchette:ComputerIntru
3、sionDetectionandNetworkMonitoring:AStatisticalViewpoint.RubinsteinandKroese:TheCross-EntropyMethod:AUnifiedApproachtoCombinatorialOptimization,MonteCarloSimulation,andMachineLearning.Studený:ProbabilisticConditionalIndependenceStructures.Vapnik:TheNatureofSta
4、tisticalLearningTheory,SecondEdition.Wallace:StatisticalandInductiveInferencebyMinimumMassageLength.ChristopherM.BishopPatternRecognitionandMachineLearningChristopherM.BishopF.R.Eng.AssistantDirectorMicrosoftResearchLtdCambridgeCB30FB,U.K.cmbishop@microsoft.c
5、omhttp://research.microsoft.com/cmbishopSeriesEditorsMichaelJordanProfessorJonKleinbergBernhardScho¨lkopfDepartmentofComputerDepartmentofComputerMaxPlanckInstituteforScienceandDepartmentScienceBiologicalCyberneticsofStatisticsCornellUniversitySpemannstrasse3
6、8UniversityofCalifornia,Ithaca,NY1485372076Tu¨bingenBerkeleyUSAGermanyBerkeley,CA94720USALibraryofCongressControlNumber:2006922522ISBN-10:0-387-31073-8ISBN-13:978-0387-31073-2Printedonacid-freepaper.©2006SpringerScience+BusinessMedia,LLCAllrightsreserved.This
7、workmaynotbetranslatedorcopiedinwholeorinpartwithoutthewrittenpermissionofthepublisher(SpringerScience+BusinessMedia,LLC,233SpringStreet,NewYork,NY10013,USA),exceptforbriefexcerptsinconnectionwithreviewsorscholarlyanalysis.Useinconnectionwithanyformofinformat
8、ionstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynowknownorhereafterdevelopedisforbidden.Theuseinthispublicationoftradenames,trademarks,servi