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Book Cover
EBOOK
Title Bayesian data analysis / Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin.
Publication Info. Boca Raton : CRC Press, 2014.
Edition Third edition.

Location Call No. Status Notes
 Libraries Electronic Books  ELECTRONIC BOOK-Ebook Central    AVAIL. ONLINE
Description 1 online resource.
text txt rdacontent
computer rdamedia
online resource rdacarrier
Series Texts in statistical science.
Bibliography Includes bibliographical references (pages 607-639) and indexes.
Contents Part I: Fundamentals of Bayesian inference. Probability and inference -- Single-parameter models -- Introduction to multiparameter models -- Asymptotics and connections to non-Bayesian approaches -- Hierarchical models -- Part II: Fundamentals of Bayesian data analysis. Model checking -- Evaluating, comparing, and expanding models -- Modeling accounting for data collection -- Decision analysis -- Part III: Advanced computation. Introduction to Bayesian computation -- Basics of Markov chain simulation -- Computationally efficient Markov chain simulation -- Modal and distributional approximations -- Part IV: Regression models. Introduction to regression models -- Hierarchical linear models -- Generalized linear models -- Models for robust inference -- Models for missing data -- Part V: Nonlinear and nonparametric models. Parametric nonlinear models -- Basis function models -- Gaussian process models -- Finite mixture models -- Dirichlet process models -- A. Standard probability distributions -- B. Outline of proofs of limit theorems -- Computation in R and Stan.
Reproduction Electronic reproduction. Perth, W.A. Available via World Wide Web.
Note Description based on print version record.
Subject Bayesian statistical decision theory.
Added Author Ebooks Corporation
Cover Title BDA3
Related To Original 9781439840955 1439840954 (DLC) 2013039507
ISBN 1439898200 (electronic bk.)
9781439898208 (electronic bk.)
9781439840955 (hardback)
1439840954 (hardback)
OCLC # EBC1438153
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