Unbiased Markov chain Monte Carlo with couplings

Pierre E. Jacob, John O'Leary, Yves F. Atchadé

Markov chain Monte Carlo (MCMC) methods provide consistent of integrals as the number of iterations goes to infinity. MCMC estimators are generally biased after any fixed number of…