All of Statistics

A Concise Course in Statistical Inference

Authors:

ISBN: 978-1-4419-2322-6 (Print) 978-0-387-21736-9 (Online)

Table of contents (24 chapters)

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  1. Front Matter

    Pages i-xix

  2. Probability

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-17

      Probability

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      Chapter

      Pages 19-46

      Random Variables

    4. No Access

      Chapter

      Pages 48-61

      Expectation

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      Chapter

      Pages 63-69

      Inequalities

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      Chapter

      Pages 71-84

      Convergence of Random Variables

  3. Statistical Inference

    1. Front Matter

      Pages 85-85

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      Chapter

      Pages 87-96

      Models, Statistical Inference and Learning

    3. No Access

      Chapter

      Pages 97-105

      Estimating the CDF and Statistical Functionals

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      Chapter

      Pages 107-118

      The Bootstrap

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      Chapter

      Pages 119-148

      Parametric Inference

    6. No Access

      Chapter

      Pages 149-173

      Hypothesis Testing and p-values

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      Chapter

      Pages 175-192

      Bayesian Inference

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      Chapter

      Pages 193-205

      Statistical Decision Theory

  4. Statistical Models and Methods

    1. Front Matter

      Pages 207-207

    2. No Access

      Chapter

      Pages 209-229

      Linear and Logistic Regression

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      Chapter

      Pages 231-238

      Multivariate Models

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      Chapter

      Pages 239-249

      Inference About Independence

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      Chapter

      Pages 251-262

      Causal Inference

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      Chapter

      Pages 263-279

      Directed Graphs and Conditional Independence

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      Chapter

      Pages 281-289

      Undirected Graphs

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      Chapter

      Pages 291-301

      Log-Linear Models

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      Chapter

      Pages 303-326

      Nonparametric Curve Estimation

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