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基于遗传算法的贝叶斯分类器及在CRM客户保持中的应用作者：王海涛学位授予单位：东北大学参考文献(58条)1.周丹晨.殷国富.龙红能CRM环境下面向知识发现的数据分类技术的应用研究[期刊论文]-计算机应用与软件2004(2)2.WeinbergerJoshuaCRMsuccessmeansmorethanAvoidingFailure2004(08)3.试论CRM在我国银行业中的实施[期刊论文]-经济师2005(11)4.徐彪.张殉客户关系管理实施决策分析[期刊论文]-经济与管理2005(3)5.米天胜数据仓库和数据挖掘在客户关系管理中的应用[期刊论文]-情报杂志2005(9)6.NhaNguyen.GastonLeblancCorporateimageandcorporatereputationincustomers'sretentiondecisionsinservices20017.BartBaesens.GeertVerstraeten.DirkVandenPoelBayesiannetworkclassifiersforidentifyingtheslopeofcustomerlifecycleoflong-lifecustomers2004(156)8.BBaesens.SViaene.DVandenPoel.J.Vanthienen,G.DedeneUsingBayesianneuralnetworksforrepeatpurchasemodelingindirectmarketing2003(01)9.MozerMCPredictingSubseriberDissatisfationandImprovingRetentionintheWirelessTelecommunicationsIndustry2000(03)10.BordoniStefanoInsurancefraudevaluation:afuzzyexpertsystem200111.MichaelSternberg.RobertGReynoldsUsingculturalalgolrithmstosupporte2engineeringofrule2basedexpertsystemsindynamicperformanceenvironments:acasestudyinfrauddeltection1997(14)12.KazuoJEzawa.StevenWNorton.AT&TConsumerLaboratoryConstructingBayesianNetworkstoPredictUncollectibleTelecommunicationsAccounts199613.ElizabethMaysCreditScoringForRiskManagers:TheHandbookForLenders200414.DavidHand.HeikkiMannila.PadhraicSmythPrinciplesofDataMining200415.数据仓库技术在CRM中的应用[期刊论文]-冶金信息导刊2005(5)16.JiaweiHan.MichelineKamberDataMining:ConceptsandTechniques200117.高功彪以数据仓库为基础的企业CRM系统的研究与实现[期刊论文]-情报杂志2005(6)18.BartLariviere.DirkVandenPoelPredictingcustomerretentionandprofitabilitybyusingrandomforestsandregressionforeststechniques200519.MartinTHagan.HowardBDemuth.MarkBealeNeuralNetworkDesign199620.邓乃扬.田英杰数据挖掘中的新方法--支持向量机200421.RichardENeapolitanLearningBayesianNetworks200422.KazuoJEzawa.StevenWNorton.AT&TConsumerLaboratoryConstructingBayesianNetworkstoPredictUncollectibleTelecommunicationsAccounts199623.MellersBA.McGrawAPHowtoimproveBayesianreasoning:AcommentonGigerenzerandHofrage(1995)1999(02)24.AndrewGelman.JohnBCarlin.HalSStern.DonaldB.RubinBayesianDataAnalysis200425.CharniakEBayesianNetworkswithoutTears1991(04)26.MartinJ.VanlehnKStudentassessmentusingBayesiannets1995(42)27.冀俊忠.刘椿年.沙志强贝叶斯网模型的学习、推理和应用[期刊论文]-计算机工程与应用2003(5)28.DHeckerman.MPWellmanBayesiannetworks199529.IBeinlinch.HSuermondt.RChavez.G.CooperTheALARMmonitoringsystem:Acasestudywithtwoprobabilisticinferencetechniquesforbeliefnetworks198930.KimSY.ImotoS.MiyanoSDynamicBayesianNetworkandNonparametricRegressionforNonlinearModelingofGeneNetworksfromTimeSeriesGeneExpressionData200331.SLauritzen.DSpiegelhalterLocalComputationswithProbabilitiesonGraphicalstructuresandTheirApplicationtoExpertSystems1988(02)32.ManLeungWong.KwongSakLeungAnEfficientDataMiningMethodforLearningBayesianNetworksUsinganEvolutionaryAlgorithm-BasedHybridApproach2004(04)33.JPearlProbabilisticReasoninginIntelligentSystems:NetworksofPlausibleInference198834.JCheng.RGreiner.JKelly.D.Bell,W.LiuLearningBayesiannetworkfromdata:Aninformation-theorybasedapproached200235.GFCooperAsimpleconstraint-basedalgorithmforefficientlyminingobservationaldatabasesforcausalrelationships199736.DHeckermanBayesiannetworksfordatamining199737.CSilverstein.SBrin.RMotwani.J.UllmanScalabletechniquesforminingcausalstructures200038.MLWong.WLam.KSLeung.P.S.Ngan,J.C.Y.ChengDiscoveringknowledgefrommedicaldatabasesusingevolutionaryalgorithms200039.YXiang.TChuParallellearningofbeliefnetworksinlargeanddifficultdomains199940.PSpirtes.CGlymour.RScheinesCausation,Prediction,andSearch200041.JCheng.RGreiner.JKelly.D.Bell,W.LiuLearningBayesiannetworkfromdata:Aninformation-theorybasedapproached200242.RNeapolitanProbabilisticReasoninginExpertSystems199043.AAgrestiCategoricalDataAnalysis200244.CSpatz.JOJohnstonBasicStatistics:TalesofDistribution198145.WLam.FBacchusLearningBayesianbeliefnetworks-anapproachbasedontheMDLprinciple1994(04)46.PLarra(n)aga.MPoza.YYurramendi.R.Murga,C.KuijpersStructurallearningofBayesiannetworkbygeneticalgorithms:Aperformanceanalysisofcontrolparameters199647.DEGoldbergGeneticAlgorithmsinSearch,Optimization,andMachineLearning198948.JHHollandAdaptationinNaturalandArtificialSystems197549.JWMyers.KBLaskey.KADeJongLearningBayesiannetworksfromincompletedatausingevolutionaryalgorithms199950.DBFogelEvolutionaryComputation:TowardaNewPhilosohpyofMachineIntelligence200051.LFogel.AOwens.MWalshArtificialIntelligenceThroughSimulatedEvolution196652.周颜军.王双成.王辉基于贝叶斯网络的分类器研究[期刊论文]-东北师大学报(自然科学版)2003(2)53.周丹晨.殷国富.龙红能CRM环境下面向知识发现的数据分类技术的应用研究[期刊论文]-计算机应用与软件2004(2)54.RDuda.PHartPatternClassificationandSceneAnalysis197355.ChengJ.GreinerRComparingBayesiannetworkclassifiers199956.罗宁.穆志纯基于贝叶斯网的分类器及其在CRM中的应用[期刊论文]-计算机应用2004(3)57.PLangley.SSageABayesianMethodfortheInductionofProbabilisticNetworksfromData199458.MitsuoGen.RunweiChengGeneticAlgorithmsandEngineeringDesign1997相似文献(10条)1.学位论文蒋晶贝叶斯网络在数据挖掘中的应用研究2005贝叶斯网络以其丰富的概率表达能力、综合先验知识的增量学习特性以及稳固的数学基础已经在许多领域内得到了广泛应用，成为当前机器学习和数据挖掘的研究热点之一，其关键技术之一是贝叶斯网络的结构学习，这也是本课题的主要研究方向。由于贝叶斯网络结构的复杂度随论域中结点个数的增加呈指数上升，如何构建最佳贝叶斯网络成为NP难题。本课题将从数据库信息出发，利用多种优化算法，从而完成构建最佳贝叶斯网络的工作，并进行算法的性能比较分析。主要研究内容和成果包括：1、验证基于数