Joint variable and rank selection for parsimonious estimation of high-dimensional matrices

Florentina Bunea, Yiyuan She, Marten H. Wegkamp

We propose dimension reduction methods for sparse, high-dimensional multivariate response regression models. Both the number of responses and that of the predictors may exceed the…