High-dimensional posterior consistency for hierarchical non-local priors in regression

Xuan Cao, Kshitij Khare, Malay Ghosh

The choice of tuning parameters in Bayesian variable selection is a critical problem in modern statistics. In particular, for Bayesian linear regression with non-local priors, the…