Bayesian statistics is a major area of statistical endeavour which has hugely increased its profile, in theory and applications, in recent years. In particular, Bayesian methods have come to the forefront of practical statistics via the computer revolution and, especially, because of the introduction in the 1990s of a class of computational techniques called Markov Chain Monte Carlo methods.