High-Dimensional Multivariate Posterior Consistency Under Global-Local Shrinkage Priors

Ray Bai, Malay Ghosh

We consider sparse Bayesian estimation in the classical multivariate linear regression model with $p$ regressors and $q$ response variables. In univariate Bayesian linear regressio…