Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Dunson, David B.; Vehtari, Akti; Rubin, Donald B. Bayesian data analysis. 3rd revised and updated ed. (English) Zbl 1279.62004 Chapman & Hall/CRC Texts in Statistical Science Series. Boca Raton, FL: CRC Press (ISBN 978-1-4398-4095-5/hbk). xiv, 661 p. (2014). New to the third edition:– Four new chapters on nonparametric modeling– Coverage of weakly informative priors and boundary-avoiding priors– Updated discussion of cross-validation and predictive information criteria– Improved convergence monitoring and effective sample size calculations for iterative simulation– Presentations of Hamiltonian Monte Carlo, variational Bayes, and expectation propagation– New and revised software codeSee the reviews of the first (reprint 1998) and second editions in [Zbl 0914.62018; Zbl 1039.62018]. Cited in 1 ReviewCited in 381 Documents MSC: 62-01 Introductory exposition (textbooks, tutorial papers, etc.) pertaining to statistics 62F15 Bayesian inference 62-07 Data analysis (statistics) (MSC2010) 62Jxx Linear inference, regression 62Pxx Applications of statistics 65C40 Numerical analysis or methods applied to Markov chains Software:BayesDA; BUGS; R PDF BibTeX XML Cite \textit{A. Gelman} et al., Bayesian data analysis. 3rd revised and updated ed. Boca Raton, FL: CRC Press (2014; Zbl 1279.62004)