Bayesian data analysis. ([2014])

• Record Type: Book
• Other Titles: BDA3
• Further Information: Note: Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin.
• Authors: Gelman, Andrew; Carlin, John B; Stern, Hal Steven; Dunson, David B; Vehtari, Aki; Rubin, Donald B
• 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.
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2014
• Copyright Date: 2013
• Extent: 1 online resource (xiv, 661 pages), illustrations
• Subjects: 519.5/42; Bayesian statistical decision theory; MATHEMATICS -- Probability & Statistics -- General; Bayesian statistical decision theory; MATHEMATICS / Applied; MATHEMATICS / Probability & Statistics / General; Electronic books
• Languages: English
• ISBNs: 1439898200; 9781439898208
• Related ISBNs: 9781439840962; 1439840962; 9781439840955; 1439840954
• Notes: Note: Includes bibliographical references (pages 607-639) and indexes.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.