The Beta-Mixture Shrinkage Prior for Sparse Covariances with Posterior Minimax Rates

Kyoungjae Lee, Seongil Jo, Jaeyong Lee

Statistical inference for sparse covariance matrices is crucial to reveal dependence structure of large multivariate data sets, but lacks scalable and theoretically supported Bayes…