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2013-02-19

Mathematical Statistics: A Decision Theoretic Approach
by Thomas S. Ferguson

Chapter 1. Game Theory and Decision Theory
  • Basic Elements
  • A Comparison of Game Theory and Decision Theory
  • Decision Function; Risk Function
  • Utility and Subjective Probability
  • Randomization
  • Optimal Decision Rules
  • Geometric Interpretation for Finite Theta
  • The Form of Bayes Rules for Estimation Problems

本帖隐藏的内容

Chapter 2. The Main Theorems of Decision Theory
  • Admissibility and Completeness
  • Decision Theory
  • Admissibility of Bayes Rules
  • Basic Assumptions
  • Existence of Bayes Decision Rules
  • Existence of a Minimal Complete Class
  • The Separating Hyperplane Theorem
  • Essential Completeness of the Class of Nonrandomized Decision Rules
  • The Minimax Theorem
  • The Complete Class Theorem
  • Solving for Minimax Rules
Chapter 3. Distributions and Sufficient Statistics
  • Useful Univariate Distributions
  • The Multivariate Normal Distribution
  • Sufficient Statistics
  • Essentially Complete Classes of Rules Based on Sufficient Statistics
  • Exponential Families of Distributions
  • Complete Sufficient Statistics
  • Continuity of the Risk Function
Chapter 4. Invariant Statistical Decision Problems
  • Invariant Decision Problems
  • Invariant Decision Rules
  • Admissible and Minimax Invariant Rules
  • Location and Scale Parameters
  • Minimax Estimates of Location Parameters
  • Minimax Estimates for the Parameters of a Normal Distribution
  • The Pitman Estimate
  • Estimation of a Distribution Function
Chapter 5. Testing Hypotheses
  • The Neyman-Pearson Lemma
  • Uniformly Most Powerful Tests
  • Two-Sided Tests
  • Uniformly Most Powerful Unbiased Tests
  • Locally Best Tests
  • Invariance in Hypothesis Testing
  • The Two-Sample Problem
  • Confidence Sets
  • The General Linear Hypothesis
  • Confidence Ellipsoids and Multiple Comparisons
Chapter 6. Multiple Decision Problems
  • Monotone Multiple Decision Problems
  • Bayes Rules in Multiple Decision Problems
  • Slippage Problems

Chapter 7. Sequential Decision Problems
  • Sequential Decision Rules
  • Bayes and Minimax Sequential Decision Rules
  • Convex Loss and Sufficiency
  • Invariant Sequential Decision Problems
  • Sequential Tests of a Simple Hypothesis Against a Simple Alternative
  • The Sequential Probability Ratio Test
  • The Fundamental Identity of Sequential Analysis


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2013-2-19 13:13:28
Thanks
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2013-2-19 13:43:50
看看!!!!!!!!!!!!!!
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2013-2-19 13:43:54
看看!!!!!!!!!!!!!!
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2013-2-19 15:03:05
very good
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2013-2-19 15:22:31
谢谢!
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