Covariance estimation using Markov chain Monte Carlo

Yunbum Kook, Matthew S. Zhang

We investigate the complexity of covariance matrix estimation for Gibbs distributions based on dependent samples from a Markov chain. We show that when $\ddot{I}€$ satisfies a Poincaré i…