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data mining and analysis - fundamental concepts and algorithms - mohammed j zaki

data mining and analysis - fundamental concepts and algorithms - mohammed j zaki

ID：14839966

大小：10.03 MB

页数：660页

时间：2018-07-30

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

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

3、.............171.4.1BivariateRandomVariables...................241.4.2MultivariateRandomVariable.................281.4.3RandomSampleandStatistics.................291.5DataMining................................311.5.1ExploratoryDataAnalysis...............

4、.....311.5.2FrequentPatternMining.....................331.5.3Clustering.............................331.5.4Classification...........................341.6FurtherReading.............................351.7Exercises..................................36IDataAnal

5、ysisFoundations372NumericAttributes382.1UnivariateAnalysis............................382.1.1MeasuresofCentralTendency..................392.1.2MeasuresofDispersion......................432.2BivariateAnalysis............................482.2.1MeasuresofLo

6、cationandDispersion..............492.2.2MeasuresofAssociation.....................50CONTENTSii2.3MultivariateAnalysis...........................542.4DataNormalization............................592.5NormalDistribution...........................612.5.1Uni

7、variateNormalDistribution.................612.5.2MultivariateNormalDistribution................632.6FurtherReading.............................682.7Exercises..................................683CategoricalAttributes713.1UnivariateAnalysis................

8、............713.1.1BernoulliVariable........................713.1.2MultivariateBernoulliVariable.................743.2BivariateAnalysis............................813.2.1AttributeDependence:ContingencyAnalysis.........883.

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