High-dimensional properties for empirical priors in linear regression with unknown error variance

Xiao Fang, Malay Ghosh

We study full Bayesian procedures for high-dimensional linear regression. We adopt data-dependent empirical priors introduced in [1]. In their paper, these priors have nice posteri…