非参数统计方法【230】nonparametric statistical methods using r

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1、StatisticsNonparametricStatisticalMethodsUsingRTheRSeriesNonparametricStatisticalMethodsUsingRcoverstraditionalnonparamet-ricmethodsandrank-basedanalyses,includingestimationandinferenceformodelsrangingfromsimplelocationmodelstogenerallinearandnonlinearmodelsforuncorrelatedandcorrelatedresponses.

2、Theauthorsemphasizeap-Nonparametricplicationsandstatisticalcomputation.TheyillustratethemethodswithmanyrealandsimulateddataexamplesusingR,includingthepackagesRfitandnpsm.ThebookfirstgivesanoverviewoftheRlanguageandbasicstatisticalcon-Statisticalceptsbeforediscussingnonparametrics.Itpresentsrank-

3、basedmethodsforone-andtwo-sampleproblems,proceduresforregressionmodels,computa-tionforgeneralfixed-effectsANOVAandANCOVAmodels,andtime-to-eventMethodsUsingRanalyses.Thelasttwochapterscovermoreadvancedmaterial,includinghighbreakdownfitsforgeneralregressionmodelsandrank-basedinferenceforclustercor

4、relateddata.Features•Explainshowtoapplyandcomputenonparametricmethods,suchasWilcoxonproceduresandbootstrapmethods•Describesvarioustypesofrank-basedestimates,includinglinear,nonlinear,timeseries,andbasicmixedeffectsmodels•Illustratestheuseofdiagnosticprocedures,includingstudentizedresidualsanddif

5、ferenceinfits•ProvidestheRpackagesonCRAN,enablingyoutoreproducealloftheanalyses•Includesexercisesattheendofeachchapterforself-studyandclassroomuseJohnKlokeisabiostatisticianandassistantscientistattheUniversityofWis-consin–Madison.HehasheldfacultypositionsattheUniversityofPittsburgh,BucknellUnive

6、rsity,andPomonaCollege.AnRuserformorethan15years,heKloke•McKeanisanauthorandmaintainerofnumerousRpackages,includingRfitandnpsm.JosephW.McKeanisaprofessorofstatisticsatWesternMichiganUniversity.Hehasco-authoredseveralbooksandpublishedmanypapersonnonpara-metricandrobuststatisticalprocedures.Heisaf

7、ellowoftheAmericanStatisti-JohnKlokecalAssociation.JosephW.McKeanK13406www.crcpress.comK13406_cover.indd18/27/148:42AMK13406_FM.indd49/4/141:32PMNonparametricStatisticalMethodsUsingRK13406_FM.indd19/4/141:32PMChapman&Hall/CR