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Large-Scale Inference: Empirical Bayes Methods for Estimation, Testing, and Prediction

Bradley Efron
Publisher: 
Cambridge University Press
Publication Date: 
2010
Number of Pages: 
263
Format: 
Hardcover
Series: 
Institute of Mathematical Statistics Monographs 1
Price: 
65.00
ISBN: 
9780521192491
Category: 
Monograph
We do not plan to review this book.

Introduction and foreword; 1. Empirical Bayes and the James-Stein estimator; 2. Large-scale hypothesis testing; 3. Significance testing algorithms; 4. False discovery rate control; 5. Local false discovery rates; 6. Theoretical, permutation and empirical null distributions; 7. Estimation accuracy; 8. Correlation questions; 9. Sets of cases (enrichment); 10. Combination, relevance, and comparability; 11. Prediction and effect size estimation; A. Exponential families; B. Programs and data sets; Bibliography; Index.

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