欢迎来到天天文库
浏览记录
ID:15903513
大小:9.87 MB
页数:660页
时间:2018-08-06
《数据挖掘与分析:基本概念与算法(草稿)》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
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.
此文档下载收益归作者所有