Bayesian modeling using WinBUGS
This book provides an introduction to the use of WinBUGS programming techniques in a variety of Bayesian modeling settings.--[book cover].
Read More ↓Title Statements
- Full title :Bayesian modeling using WinBUGS / Ioannis Ntzoufras.
Summary
This book provides an introduction to the use of WinBUGS programming techniques in a variety of Bayesian modeling settings.--[book cover].
Read More ↓Edition Statements
- Publication Date:©2009.
Publication Statements
- Publisher(s):Wiley
- Place of Publication:Hoboken, N.J
- Language:eng
- Publication Date:©2009.
The Physical Object
- Description:xxiii, 492 pages : : illustrations ; : 25 cm.
Edition Identifiers
- ISBN:9780470141144, 047014114X
- oclc:ocn237048398
- LC Classification:QA279.5
- Dewey Decimal:519.5/42
Table of Contents
Introduction to Bayesian inference -- Markov chain Monte Carlo algorithms in Bayesian inference -- WinBUGS software : introduction, setup, and basic analysis -- WinBUGS software : illustration, results, and further analysis -- Introduction to Bayesian models : normal models -- Incorporating categorical variables in normal models and further modeling issues -- Introduction to generalized linear models : binomial and Poisson data -- Models for positive continuous data, count data, and other GLM-based extensions -- Bayesian hierarchical models -- The predictive distribution and model checking -- Bayesian model and variable evaluation -- Appendix A : Model specification via directed acyclic graphs : the DOODLE menu -- Appendix B : The batch mode : running a model in the background using scripts -- Appendix C : Checking convergence using CODA/BOA -- Appendix D : Notation summary.
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