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math.ST2024

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 satisfies a Poincaré ine…