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Clustering

Clustering

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作者: Rui 著 , Don Wunsch 著

出版社: Wiley-IEEE Press

出版时间: 2008-10

ISBN: 9780470276808

定价: 918.30

装帧: 精装

开本: 其他

纸张: 其他

页数: 368页

正文语种: 英语

分类: 外文古旧书>英文书>计算机与互联网

Thisisthefirstbooktotakeatrulycomprehensivelookatclustering.Itbeginswithanintroductiontoclusteranalysisandgoesontoexplore:proximitymeasures;hierarchicalclustering;partitionclustering;neuralnetwork-basedclustering;kernel-basedclustering;sequentialdataclustering;large-scaledataclustering;datavisualizationandhigh-dimensionaldataclustering;andclustervalidation.Theauthorsassumenopreviousbackgroundinclusteringandtheirgenerousinclusionofexamplesandreferenceshelpmakethesubjectmattercomprehensibleforreadersofvaryinglevelsandbackgrounds. RuiXu,PhD,isaResearchAssociateintheDepartmentofElectricalandComputerEngineeringatMissouriUniversityofScienceandTechnology.Hisresearchinterestsincludecomputationalintelligence,machinelearning,datamining,neuralnetworks,patternclassification,clustering,andbioinformatics.Dr.XuisamemberoftheIEEE,theIEEEComputationalIntelligenceSociety(CIS),andSigmaXi.DonaldC.WunschII,PhD,istheM.K.FinleyMissouriDistinguishedProfessoratMissouriUniversityofScienceandTechnology.Hiskeycontributionsareinadaptiveresonanceandreinforcementlearninghardwareandapplications,neurofuzzyregression,improvedTravelingSalesmanProblemheuristics,clustering,andbioinformatics.HeisanIEEEFellow,the2005InternationalNeuralNetworksSociety(INNS)President,andSeniorFellowoftheINNS.
内容简介:
Thisisthefirstbooktotakeatrulycomprehensivelookatclustering.Itbeginswithanintroductiontoclusteranalysisandgoesontoexplore:proximitymeasures;hierarchicalclustering;partitionclustering;neuralnetwork-basedclustering;kernel-basedclustering;sequentialdataclustering;large-scaledataclustering;datavisualizationandhigh-dimensionaldataclustering;andclustervalidation.Theauthorsassumenopreviousbackgroundinclusteringandtheirgenerousinclusionofexamplesandreferenceshelpmakethesubjectmattercomprehensibleforreadersofvaryinglevelsandbackgrounds.
作者简介:
RuiXu,PhD,isaResearchAssociateintheDepartmentofElectricalandComputerEngineeringatMissouriUniversityofScienceandTechnology.Hisresearchinterestsincludecomputationalintelligence,machinelearning,datamining,neuralnetworks,patternclassification,clustering,andbioinformatics.Dr.XuisamemberoftheIEEE,theIEEEComputationalIntelligenceSociety(CIS),andSigmaXi.DonaldC.WunschII,PhD,istheM.K.FinleyMissouriDistinguishedProfessoratMissouriUniversityofScienceandTechnology.Hiskeycontributionsareinadaptiveresonanceandreinforcementlearninghardwareandapplications,neurofuzzyregression,improvedTravelingSalesmanProblemheuristics,clustering,andbioinformatics.HeisanIEEEFellow,the2005InternationalNeuralNetworksSociety(INNS)President,andSeniorFellowoftheINNS.

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