ThetbreatmethinflueandfamilmethenorandAndThisjournanalyelectBegitheo–indofinfllogisjackkneurCarloandappralgorbookdirecEfron&hastiEComputEragEComputEragEstatistiCalinfErEnCEalgorithms,EvidEnCE,anddatasCiEnCEBradlEyEfrontrEvorhastiETheWork,ComputerAgeStatisticalInference,wasfirstpublishedbyCambridgeUniversityPress.c⃝intheWork,BradleyEfronandTrevorHastie,2016.CambridgeUniversityPress’scatalogueentryfortheWorkcanbefoundathttp://www.cambridge.org/9781107149892NB:ThecopyoftheWork,asdisplayedonthiswebsite,canbepurchasedthroughCambridgeUniversityPressandotherstandarddistributionchannels.Thiscopyismadeavailableforpersonaluseonlyandmustnotbeadapted,soldorre-distributed.CorrectedFebruary24,2017.ComputerAgeStatisticalInferenceAlgorithms,Evidence,andDataScienceBradleyEfronTrevorHastieStanfordUniversityToDonnaandLyndaviiiContentsPrefacexvAcknowledgmentsxviiiNotationxixPartIClassicStatisticalInference11AlgorithmsandInference31.1ARegressionExample41.2HypothesisTesting81.3Notes112FrequentistInference122.1FrequentisminPractice142.2FrequentistOptimality182.3NotesandDetails203BayesianInference223.1TwoExamples243.2UninformativePriorDistributions283.3FlawsinFrequentistInference303.4ABayesian/FrequentistComparisonList333.5NotesandDetails364FisherianInferenceandMaximumLikelihoodEstimation384.1LikelihoodandMaximumLikelihood384.2FisherInformationandtheMLE414.3ConditionalInference454.4PermutationandRandomization494.5NotesandDetails515ParametricModelsandExponentialFamilies53ixxContents5.1UnivariateFamilies545.2TheMultivariateNormalDistribution555.3Fisher’sInformationBoundforMultiparameterFamilies595.4TheMultinomialDistribution615.5ExponentialFamilies645.6NotesandDetails69PartIIEarlyComputer-AgeMethods736EmpiricalBayes756.1Robbins’Formula756.2TheMissing-SpeciesProblem786.3AMedicalExample846.4IndirectEvidence1886.5NotesandDetails887James–SteinEstimationandRidgeRegression917.1TheJames–SteinEstimator917.2TheBaseballPlayers947.3RidgeRegression977.4IndirectEvidence21027.5NotesandDetails104...
