Bayesian sparse multiple regression for simultaneous rank reduction and variable selection

Antik Chakraborty, Anirban Bhattacharya, Bani K. Mallick

We develop a Bayesian methodology aimed at simultaneously estimating low-rank and row-sparse matrices in a high-dimensional multiple-response linear regression model. We consider a…