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Fundamentals of Nonparametric Bayesian Inference

Subhashis Ghosal and Aad van der Vaart
Publisher: 
Cambridge University Press
Publication Date: 
2017
Number of Pages: 
646
Format: 
Hardcover
Series: 
Cambridge Series in Statistical and Probabilistic Mathematics
Price: 
89.99
ISBN: 
9780521878265
Category: 
Monograph
We do not plan to review this book.
Preface
Glossary of symbols
1. Introduction
2. Priors on function spaces
3. Priors on spaces of probability measures
4. Dirichlet processes
5. Dirichlet process mixtures
6. Consistency: general theory
7. Consistency: examples
8. Contraction rates: general theory
9. Contraction rates: examples
10. Adaptation and model selection
11. Gaussian process priors
12. Infinite-dimensional Bernstein–von Mises theorem
13. Survival analysis
14. Discrete random structures
Appendices
References
Author index
Subject index.