A permutation-based Bayesian approach for inverse covariance estimation

Xuan Cao, Shaojun Zhang

Covariance estimation and selection for multivariate datasets in a high-dimensional regime is a fundamental problem in modern statistics. Gaussian graphical models are a popular cl…