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Book Categories |
List of Symbols and Notation | ||
Introduction | ||
1 | Least Squares and Projections | 3 |
2 | Maximum Likelihood | 21 |
3 | Bayesian Estimators for Regression | 47 |
4 | Minimax Estimators | 71 |
5 | Robust Regression | 95 |
6 | Stringent Tests | 127 |
7 | UMP Invariant Hypothesis Tests | 155 |
8 | Some Tests for Regression Models | 177 |
9 | Applications: F and Related Tests | 205 |
10 | Similar Regression Models | 233 |
11 | Consistency of Tests and Estimators: Direct Methods | 265 |
12 | Consistency of Estimators: Indirect Methods | 293 |
13 | Asymptotic Distributions | 323 |
14 | More Accurate Asymptotic Approximations | 353 |
15 | Asymptotic Optimality of ML and LR | 389 |
16 | Simple Examples | 417 |
17 | Utilizing Information of Uncertain Validity | 451 |
18 | Hierarchical Bayes & the Gibbs Sampler | 475 |
App. A : The Multivariate Normal Distribution | 507 | |
App. B : Uniformly Most Powerful Tests | 517 | |
App. C : A Review of Decision Theory | 533 | |
Bibliography | 541 | |
Index | 563 |
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