Scalable and optimal Bayesian inference for sparse covariance matrices via screened beta-mixture prior

Kyoungjae Lee, Seongil Jo, Kyeongwon Lee +1

In this paper, we propose a scalable Bayesian method for sparse covariance matrix estimation by incorporating a continuous shrinkage prior with a screening procedure. In the first…