MARC状态：审校 文献类型：西文图书 浏览次数：101
- 题名/责任者:
- Bayesian data analysis / Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari and Donald B. Rubin.
- 版本说明:
- Third edition.
- 出版发行项:
- [北京 : 世界图书出版公司, 2020.]
- ISBN:
- 9787519261818
- 载体形态项:
- xiv, 667 pages : illustrations ; 26 cm.
- 变异题名:
- 贝叶斯数据分析
- 丛编说明:
- 数学经典
- 个人责任者:
- Gelman, Andrew, author.
- 附加个人名称:
- Carlin, John B., author.
- 附加个人名称:
- Stern, Hal Steven, author.
- 附加个人名称:
- Dunson, David B., author.
- 附加个人名称:
- Vehtari, Aki, author.
- 附加个人名称:
- Rubin, Donald B., author.
- 中图法分类号:
- O212.8
- 一般附注:
- Chinese title on cover.
- 书目附注:
- Includes bibliographical references (pages 609-642) and indexes.
- 内容附注:
- Part I. Fundamentals of Bayesian inference -- 1. Probability and inference -- 2. Single-parameter models -- 3. Introduction to multiparameter models -- 4. Asymptotics and connections to non-Bayesian approaches -- 5. Hierarchical models -- Part II. Fundamentals of Bayesian data analysis -- 6. Model checking -- 7. Evaluating, comparing, and expanding models -- 8. Modeling accounting for data collection -- 9. Decision analysis -- Part III. Advanced computation -- 10. Introduction to Bayesian computation -- 11. Basics of Markov chain simulation -- 12. Computationally efficient Markov chain simulation -- 13. Modal and distributional approximations -- Part IV. Regression models -- 14. Introduction to regression models -- 15. Hierarchical linear models -- 16. Generalized linear models -- 17. Models for robust inference -- 18. Models for missing data -- Part V. Nonlinear and nonparametric models -- 19. Parametric nonlinear models -- 20. Basis function models -- 21. Gaussian process models -- 22. Finite mixture models -- 23. Dirichlet process models -- A. Standard probability distributions -- B. Outline of proofs of limit theorems -- Computation in R and Stan.
- 原版附注:
- Reprint. Originally published: Boca Raton, FL : CRC Press, Taylor & Francis Group, [2014]. 9781439840955 (hardback)
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