ENGLISH

Fundamentals of nonparametric Bayesian inference

By Ghoshal , Subhashis; Vaart , Aad W. van der

Book information

Publisher
Cambridge University Press
Year
2017
ISBN
9780521878265, 0521878268
Language
english
Format
PDF
Filesize
7 MB (7262329 bytes)
Series
Cambridge series in statistical and probabilistic mathematics
Pages
0\671
Time added
2018-08-30 23:54:44
Nonparametric statistics;Bayesian statistical deci

Description

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.

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