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1、InformationScienceandStatisticsSeriesEditors:M.JordanJ.KleinbergB.SchölkopfInformationScienceandStatisticsAkaikeandKitagawa:ThePracticeofTimeSeriesAnalysis.Bishop:PatternRecognitionandMachineLearning.Cowell,Dawid,Lauritzen,andSpiegelhalter:ProbabilisticNetworksandExpertSystems.Doucet,deFreitas,
2、andGordon:SequentialMonteCarloMethodsinPractice.Fine:FeedforwardNeuralNetworkMethodology.HawkinsandOlwell:CumulativeSumChartsandChartingforQualityImprovement.JensenandNielsen:BayesianNetworksandDecisionGraphs,SecondEdition.LeeandVerleysen:NonlinearDimensionalityReduction.Marchette:ComputerIntru
3、sionDetectionandNetworkMonitoring:AStatisticalViewpoint.Rissanen:InformationandComplexityinStatisticalModeling.RubinsteinandKroese:TheCross-EntropyMethod:AUnifiedApproachtoCombinatorialOptimization,MonteCarloSimulation,andMachineLearning.Studen´y:ProbabilisticConditionalIndependenceStructures.V
4、apnik:TheNatureofStatisticalLearningTheory,SecondEdition.Wallace:StatisticalandInductiveInferencebyMinimumMassageLength.FinnV.JensenandThomasD.NielsenBayesianNetworksandDecisionGraphsFebruary8,2007SpringerBerlinHeidelbergNewYorkHongKongLondonMilanParisTokyoFinnV.JensenThomasD.NielsenDepartmento
5、fComputerScienceDepartmentofComputerScienceAalborgUniversityAalborgUniversityFredrikBajersVej7,buildingEFredrikBajersVej7,buildingEDK-9220AalborgEAST,DK-9220AalborgEAST,DenmarkDenmarkfvj@cs.aau.dktdn@cs.aau.dkSeriesEditors:MichaelJordanJonKleinbergBernhardSchölkopfDivisionofComputerDepartmentof
6、ComputerMaxPlanckInstituteforScienceandDepartmentScienceBiologicalCyberneticsofStatisticsCornellUniversitySpemannstrasse38UniversityofCalifornia,Ithaca,NY1485372076TübingenBerkeleyUSAGermanyBerkeley,CA94720USALibraryofCongressControlNumber:2006938666ISBN-10:0-387-68281-3eISBN-10:0-387-68282-1IS
7、BN-13:978-0-387-68281-5eISBN-13:978-0-387-68282-2Printedonacid-freepaper.©2007SpringerScience+BusinessMedia,LLCAllrightsreserved.Thisworkmaynotbetranslatedorcopiedinwholeorinpartwithoutthewrittenpermissionofthepublisher(SpringerSc
