Control variates and Rao-Blackwellization for deterministic sweep Markov chains

Stephen Berg, Jun Zhu, Murray K. Clayton

We study control variate methods for Markov chain Monte Carlo (MCMC) in the setting of deterministic sweep sampling using $K\ge 2$ transition kernels. New variance reduction resul…