So far all of the methods discussed in this book have been based on the classical concepts of tests of significance and confidence intervals. However, the increasing availability of computer power has had a major impact on Bayesian statistical methods as well. In particular, new computational approaches have meant that many situations that were previously not amenable to the Bayesian approach can now be handled.