chapter 1 Introduction -- chapter 2 Introduction to Bayesian analysis -- chapter 3 Asymptotic approach for Bayesian inference -- chapter 4 Computational approach for Bayesian inference -- chapter 5 Bayesian approach for model selection -- chapter 6 Simulation approach for computing the marginal likelihood -- chapter 7 Various Bayesian model selection criteria -- chapter 8 Theoretical development and comparisons -- chapter 9 Bayesian model averaging.