Bayesian data analysis /
Bayesian data analysis /
Andrew Gelman ... [et al].
- London : Chapman & Hall, 1995.
- xix, 526 pages : illustrations 24 cm
- Texts in statistical science. .
- Texts in statistical science. .
Reprint 1997.
Includes bibliographical references (pages 489-512) and indexes.
Part I. Fundamentals of Bayesian Inference -- 1. Background -- 2. Single-parameter models -- 3. Introduction to multiparameter models -- 4. Large-sample inference and connections to standard statistical methods -- Part II. Fundamentals of Bayesian Data Analysis -- 5. Hierarchical models -- 6. Model checking and sensitivity analysis -- 7. Study design in Bayesian analysis -- 8. Introduction to regression models -- Part III. Advanced computation -- 9. Approximations based on posterior modes -- 10. Posterior simulation and integration -- 11. Markov chain simulation -- Part IV. Specific models -- 12. Models for robust inference and sensitivity analysis -- 13. Hierarchical linear models -- 14. Generalized linear models -- 15. Multivariate models -- 16. Mixture models -- 17. Models for missing data -- 18. Concluding advice.
0412039915
--Bayesian statistical decision theory. --Mathematical statistics. --Bayesian methods
Reprint 1997.
Includes bibliographical references (pages 489-512) and indexes.
Part I. Fundamentals of Bayesian Inference -- 1. Background -- 2. Single-parameter models -- 3. Introduction to multiparameter models -- 4. Large-sample inference and connections to standard statistical methods -- Part II. Fundamentals of Bayesian Data Analysis -- 5. Hierarchical models -- 6. Model checking and sensitivity analysis -- 7. Study design in Bayesian analysis -- 8. Introduction to regression models -- Part III. Advanced computation -- 9. Approximations based on posterior modes -- 10. Posterior simulation and integration -- 11. Markov chain simulation -- Part IV. Specific models -- 12. Models for robust inference and sensitivity analysis -- 13. Hierarchical linear models -- 14. Generalized linear models -- 15. Multivariate models -- 16. Mixture models -- 17. Models for missing data -- 18. Concluding advice.
0412039915
--Bayesian statistical decision theory. --Mathematical statistics. --Bayesian methods