Convex Optimization Methods for Dimension Reduction and Coefficient Estimation in Multivariate Linear Regression

Zhaosong Lu, Renato D. C. Monteiro, Ming Yuan

In this paper, we study convex optimization methods for computing the trace norm regularized least squares estimate in multivariate linear regression. The so-called factor estimati…