Bayesian sparse reduced rank multivariate regression

G Goh, DK Dey, K Chen - Journal of multivariate analysis, 2017 - Elsevier
Many modern statistical problems can be cast in the framework of multivariate regression,
where the main task is to make statistical inference for a possibly sparse and low-rank …

[PDF][PDF] Uncertainty quantification and design for noisy matrix completion-a unified framework

S Mak, Y Xie - Preprint. Available at, 2017 - researchgate.net
In this paper, we address the joint goals of uncertainty quantification (UQ) and statistical
design for the noisy matrix completion problem, ie, the problem of recovering a low-rank …