PatternRecognitionAndMachineLearning.pdf

PatternRecognitionAndMachineLearning.pdf

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时间:2019-02-28

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1、InformationScienceandStatisticsSeriesEditors:M.JordanJ.KleinbergB.Scho¨lkopfInformationScienceandStatisticsAkaikeandKitagawa:ThePracticeofTimeSeriesAnalysis.Bishop:PatternRecognitionandMachineLearning.Cowell,Dawid,Lauritzen,andSpiegelhalter:ProbabilisticNetworksandExpertSystems.Doucet,deFreitas,andG

2、ordon:SequentialMonteCarloMethodsinPractice.Fine:FeedforwardNeuralNetworkMethodology.HawkinsandOlwell:CumulativeSumChartsandChartingforQualityImprovement.Jensen:BayesianNetworksandDecisionGraphs.Marchette:ComputerIntrusionDetectionandNetworkMonitoring:AStatisticalViewpoint.RubinsteinandKroese:TheCro

3、ss-EntropyMethod:AUnifiedApproachtoCombinatorialOptimization,MonteCarloSimulation,andMachineLearning.Studený:ProbabilisticConditionalIndependenceStructures.Vapnik:TheNatureofStatisticalLearningTheory,SecondEdition.Wallace:StatisticalandInductiveInferencebyMinimumMassageLength.ChristopherM.BishopPatt

4、ernRecognitionandMachineLearningChristopherM.BishopF.R.Eng.AssistantDirectorMicrosoftResearchLtdCambridgeCB30FB,U.K.cmbishop@microsoft.comhttp://research.microsoft.com/cmbishopSeriesEditorsMichaelJordanProfessorJonKleinbergBernhardScho¨lkopfDepartmentofComputerDepartmentofComputerMaxPlanckInstitute

5、forScienceandDepartmentScienceBiologicalCyberneticsofStatisticsCornellUniversitySpemannstrasse38UniversityofCalifornia,Ithaca,NY1485372076Tu¨bingenBerkeleyUSAGermanyBerkeley,CA94720USALibraryofCongressControlNumber:2006922522ISBN-10:0-387-31073-8ISBN-13:978-0387-31073-2Printedonacid-freepaper.©2006S

6、pringerScience+BusinessMedia,LLCAllrightsreserved.Thisworkmaynotbetranslatedorcopiedinwholeorinpartwithoutthewrittenpermissionofthepublisher(SpringerScience+BusinessMedia,LLC,233SpringStreet,NewYork,NY10013,USA),exceptforbriefexcerptsinconnectionwithreviewsorscholarlyanalysis.Useinconnectionwithanyf

7、ormofinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynowknownorhereafterdevelopedisforbidden.Theuseinthispublicationoftradenames,trademarks,servi

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