On the Beta Prime Prior for Scale Parameters in High-Dimensional Bayesian Regression Models

Ray Bai, Malay Ghosh

We study high-dimensional Bayesian linear regression with a general beta prime distribution for the scale parameter. Under the assumption of sparsity, we show that appropriate sele…