Principles of Data Mining.pdf

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1、MoredocumentsanddatumdownloadwebsiteLuZhenbo'sBlog:blog.sina.com.cn/luzhenbo2Communication&Cooperation:luzhenbo@yahoo.com.cnPrinciplesofDataMiningbyDavidHand,HeikkiMannilaandPadhraicSmythISBN:026208290xTheMITPress©2001(546pages)Acomprehensive,highlytechnicallookat

2、themathandsciencebehindextractingusefulinformationfromlargedatabases.TableofContentsPrinciplesofDataMiningSeriesForewordPrefaceChapter1-IntroductionChapter2-MeasurementandDataChapter3-VisualizingandExploringDataChapter4-DataAnalysisandUncertaintyChapter5-ASystemat

3、icOverviewofDataMiningAlgorithmsChapter6-ModelsandPatternsChapter7-ScoreFunctionsforDataMiningAlgorithmsChapter8-SearchandOptimizationMethodsChapter9-DescriptiveModelingChapter10-PredictiveModelingforClassificationChapter11-PredictiveModelingforRegressionChapter12

4、-DataOrganizationandDatabasesChapter13-FindingPatternsandRulesChapter14-RetrievalbyContentAppendix-RandomVariablesReferencesIndexListofFiguresListofTablesListofExamplesPrinciplesofDataMiningDavidHandHeikkiMannilaPadhraicSmythABradfordBookTheMITPressCambridge,Massa

5、chusettsLondonEnglandCopyright©2001MassachusettsInstituteofTechnologyAllrightsreserved.Nopartofthisbookmaybereproducedinanyformbyanyelectronicormechanicalmeans(includingphotocopying,recording,orinformationstorageandretrieval)withoutpermissioninwritingfromthepublis

6、her.ThisbookwastypesetinPalatinobytheauthorsandwasprintedandboundintheUnitedStatesofAmerica.LibraryofCongressCataloging-in-PublicationDataMoredocumentsanddatumdownloadwebsiteLuZhenbo'sBlog:blog.sina.com.cn/luzhenbo2Communication&Cooperation:luzhenbo@yahoo.com.cnHa

7、nd,D.J.Principlesofdatamining/DavidHand,HeikkiMannila,PadhraicSmyth.p.cm.—(Adaptivecomputationandmachinelearning)Includesbibliographicalreferencesandindex.ISBN0-262-08290-X(hc.:alk.paper)1.DataMining.I.Mannila,Heikki.II.Smyth,Padhraic.III.Title.IV.Series.QA76.9.D3

8、43H382001006.3—dc212001032620ToCrista,Aidan,andCianToPaulaandElsaToShelley,Rachel,andEmilySeriesForewordTherapidgrowthandintegrationofdatabasesprovidess