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1、哈佛统计学的研究生课程列表PrimarilyforGraduatesStatistics210.ProbabilityTheoryCatalogNumber:2487CarlN.MorrisandJosephK.BlitzsteinHalfcourse(fallterm).Tu.,Th.,1-2:30.EXAMGROUP:15,16Randomvariables,measure,representations・Familiesofdistributions:MultivariateNormal,conjugate,marginals,mixtures.Conditional
2、distributionsandexpectation.Convergence,lawsoflargenumbers,andcentrallimittheorems.Markovchainsandmartingales.Prerequisite:Statistics110orequivalentrequired;Statistics111orequivalentrecommended.Statistics211.StatisticalInferenceCatalogNumber:1946CarlN.MorrisandJosephK.BlitzsteinHalfcourse(
3、springterm).Tu.,Th.,1-2:30.EXAMGROUP:15,16Inference:frequency,Bayes,decisionanalysis,foundations.Likelihood,sufficiency,andinformationmeasures.Models:Normal,exponentialfamilies,multilevel,andnon-parametric.Point,intervalandsetestimation;hypothesistests.Computationalstrategies,largeandmoder
4、atesampleapproximations•Prerequisite:Statistics111and210orequivalent.Statistics212.ProbabilityandMathematicalStatisticsIII:SpecialTopics-(NewCourse)CatalogNumber:7864JoseBlanchetHalfcourse(fallterm).F.,2—5.EXAMGROUP:7,8,9Contemporaryprobabilistictechniquesforanalysisofstochasticprocessesco
5、mmonlyusedinappliedprobability.Studiesfunctionalweakconvergenceanalysisandlargedeviationsresults(bothforlightandheavy-tailedsystems).Applications:Queueing,RiskTheory,andFinanceandBiology.[Statistics214.CausalInferenceinStatisticsandtheSocialandBiomedicalSciences]CatalogNumber:4042GuidoW.Im
6、bensandDonaldB.RubinHalfcourse(sorinaterm).Hourstobearranaed.Approachestocausalinference.Coversrandomizedexperimentswithandwithoutnoncompliance,observationalstudieswithandwithoutignorabletreatmentassignment,instrumentalvariablesandsensitivityanalysis.Anumberofapplicationsfromeconomics,medi
7、cine,education,etc.arediscussed.Note:Expectedtobegivenin2008-09.[Statistics215・FundamentalsofComputationalBiology]CatalogNumber:3304JunS.LiuHalfcourse(springterm).Hourstobearranged.Developmentsinbioinformatics/computationalbiology:Thebasicsofstatisticalestimat
