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+xppItcanbecontrastedwithparametricstatistics,whichmakesexplicitassumptionsaboutthedistributionofobserveddataandwhichusesthedatatoestimate parametersofthatdistribution.US$ISBNXWasserman,),thisbookisNonparametricStatisticswithApplicationstoScienceandEngineeringbeginswithsuccinct coverageofbasicresultsfororderstatistics,methodsofcategoricaldataNonparametricstatisticsencompassesthestatisticalmethodsthatdonotmakeany assumptionsabouttheunderlyingdistributionofdataThebookisaimedatMastersorPhDlevelstudentsinstatistics,computerscience,andengineering NonparametricRegressionStatisticalMachineLearning,SpringRyanTibshirani(withLarryWasserman)Introduction,andk-nearest-neighborsBasicsetup, randominputsGivenarandompair(X;Y)2RdR,recallthatthefunctionf0(x)=E(YjX=x)iscalledtheregressionfunction(ofYonX)Thebasicgoalin nonparametricregressionisForexample,itisAllofNonparametricStatisticsLarryWassermanThistextprovidesthereaderwithasinglebookwheretheycan findaccountsofanumberofup-to-dateissuesinnonparametricinference.SemanticScholarextractedviewof"AllofNonparametricStatistics(SpringerTextsin Statistics)"byL.WassermanIlikeWasserman'sintuitiveexplanationsandcarefulinsightsintowhyonepathorapproachistakenoveranother.Mostofall,Iam impressedwiththewealthofADistribution-FreeTheoryofNonparametricRegressionLászlóGyörfi,MichaelKohler,AdamKrzyzak,HarroWalk,Thisbook providesasystematicin-depthAppliedNonparametricStatisticalMethods(4thed)BocaRaton:Chapman&Hall/CRC