This paper reviews the Bayesian approach
to model selection and model averaging.
In this review, I emphasize objective Bayesian
methods based on noninformative priors.
I will also discuss implementation details,
approximations and relationships to other methods.
Keywords: AIC, Bayes Factors, BIC, Consistency,
Default Bayes Methods, Markov Chain Monte Carlo.