数据挖掘与分析：基本概念与算法（草稿）

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1、DataMiningandAnalysis:FundamentalConceptsandAlgorithmsMohammedJ.ZakiWagnerMeiraJr.CONTENTSiContentsPreface11DataMiningandAnalysis41.1DataMatrix................................41.2Attributes.................................61.3Data:AlgebraicandGeometricView................

2、..71.3.1DistanceandAngle........................91.3.2MeanandTotalVariance....................131.3.3OrthogonalProjection......................141.3.4LinearIndependenceandDimensionality............151.4Data:ProbabilisticView.........................171.4.1BivariateRandomV

3、ariables...................241.4.2MultivariateRandomVariable.................281.4.3RandomSampleandStatistics.................291.5DataMining................................311.5.1ExploratoryDataAnalysis....................311.5.2FrequentPatternMining.....................

4、331.5.3Clustering.............................331.5.4Classification...........................341.6FurtherReading.............................351.7Exercises..................................36IDataAnalysisFoundations372NumericAttributes382.1UnivariateAnalysis..............

5、..............382.1.1MeasuresofCentralTendency..................392.1.2MeasuresofDispersion......................432.2BivariateAnalysis............................482.2.1MeasuresofLocationandDispersion..............492.2.2MeasuresofAssociation.....................50CONTEN

6、TSii2.3MultivariateAnalysis...........................542.4DataNormalization............................592.5NormalDistribution...........................612.5.1UnivariateNormalDistribution.................612.5.2MultivariateNormalDistribution................632.6FurtherR

7、eading.............................682.7Exercises..................................683CategoricalAttributes713.1UnivariateAnalysis............................713.1.1BernoulliVariable........................713.1.2MultivariateBernoulliVariable.................743.2Bivariat

8、eAnalysis............................813.2.1AttributeDependence:ContingencyAnalysis.........883.