Markov Chain Monte Carlo Methods

Abstract

2nd ed. An introduction to R -- Introduction to Bayesian thinking -- Single-parameter models -- Multiparameter models -- Introduction to Bayesian computation -- Markov chain Monte Carlo methods -- Hierarchical modeling -- Model comparison -- Regression models -- Gibbs sampling -- Using R to interface with WinBUGS.