Modern Applied Statistics with S-Plus

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1、ModernAppliedStatisticswithS-PlusBennyYakirAbstractThesenotesarebasedonthebookModernAppliedStatisticswithS-PlusbyW.N.VenablesandB.D.Ripley.Nooriginalityisclaimed.********************************************************************************************************Contents1StartingR

2、41.1InstallingR............................41.2BasicRCommands.......................41.3AnExampleofanRSession..................42ObjectsinR62.1Vectorsandmatrices.......................62.2Lists................................72.3Factors..............................82.4Dataframes....

3、........................82.5Homework.............................83Functions103.1Built-infunctions.........................103.2Writingfunctions.........................113.3Plottingfunctions........................133.4HomeWork............................134Linearmodels144.1Asimpler

4、egressionexample..................144.2Modelformulae..........................144.3Diagnostics............................164.4Modelselection..........................174.5Homework.............................1815GeneralizedLinearModels(GLM)195.1Thebasicmodel.........................

5、195.2Analysisofdeviance.......................205.3Fittingthemodel.........................215.4Genericfunctionsandmethodfunctions............215.5AsmallBinomialexample....................215.6Fittingotherfamilies.......................235.7Frames...............................235.8A

6、Poissonexample........................235.9HomeWork............................246Robustmethods266.1Introduction............................266.2Thelqsfunctionforresistantregression...........266.3Someexamples..........................286.4Homework............................317Non-l

7、inearRegression337.1Thebasicmodel.........................337.2Asmallexample.........................337.3Attributes.............................357.4Prediction.............................357.5Proles..............................387.6Homework............................398Non-param

8、etricandsemi