Ordering and Improving the Performance of Monte Carlo Markov Chains

Abstract

An overview of orderings defined on the space of Markov chains having a prespecified unique stationary distribution is given. The intuition gained by studying these orderings is used to improve existing Markov chain Monte Carlo algorithms.