The BUGS book : a practical introduction to Bayesian analysis

Bayesian statistical methods have become widely used for data analysis and modelling in recent years, and the BUGS software has become the most popular software for Bayesian analysis worldwide. Authored by the team that originally developed this software, The BUGS Book provides a practical introduct...

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Format : Livre
Langue : anglais
Titre complet : The BUGS book : a practical introduction to Bayesian analysis / David Lunn, Christopher Jackson, Nicky Best, Andrew Thomas, David Spiegelhalter
Publié : Boca Raton (Fla.), London, New York (N.Y.) : CRC Press , cop. 2013
Description matérielle : 1 vol. (xvii-381 p.)
Collection : Texts in statistical science
Contenu : Introduction: Probability and Parameters. Monte Carlo Simulations Using BUGS. Introduction to Bayesian Inference. Introduction to Markov Chain Monte Carlo Methods. Prior Distributions. Regression Models. Categorical Data. Model Checking and Comparison. Issues in Modelling. Hierarchical Models. Specialised Models. Different Implementations of BUGS. A Appendix: BUGS Language Syntax. B Appendix: Functions in BUGS. C Appendix: Distributions in BUGS
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