In any practical application of MCMC, there are a number of important decisions to be made. These include the number of iterations, the spacing between iterations retained for the final analysis, and the number of initial burn-in iterations discarded. A simple way of making these decisions was proposed by Raftery and Banfield (1991) and Raftery and Lewis (1992a).