(book)A Concise Course in Statistical Inference

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1、AllofStatistics:AConciseCourseinStatisticalInferenceBriefContents1.Introduction…………………………………………………………11PartIProbability2.Probability…………………………………………………………...213.RandomVariables…………………………….…………………….374.Expectation…………………………………………………………..695.Equalities…………………………………………………………….856.ConvergenceofRandomVar

2、iables………………………………...89PartIIStatisticalInference7.Models,StatisticalInferenceandLearning………………………1058.EstimatingtheCDFandStatisticalFunctionals…………………1179.TheBootstrap………………………………………………………12910.ParametricInference……………………………………………..14511.HypothesisTestingandp-values…………………………………17912.BayesianInfere

3、nce………………………………………………..20513.StatisticalDecisionTheory……………………………………….227PartIIIStatisticalModelsandMethods14.LinearRegression………………………………………………...24515.MultivariateModels……………………………………………...26916.InferenceaboutIndependence…………………………………..27917.UndirectedGraphsandConditionalIndependence……………29718.Log

4、linearModels…………………………………………………30919.CausalInference………………………………………………….32720.DirectedGraphs………………………………………………….34321.NonparametriccurveEstimation……………………………….35922.SmoothingUsingOrthogonalFunctions..………………………39323.Classification……………………………………………………..42524.StochasticProcesses………………………………………………47325.

5、SimulationMethods………………………………………………505AppendixFundamentalConceptsinInference
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