Robust Sparse Reduced Rank Regression in High Dimensions

Kean Ming Tan, Qiang Sun, Daniela Witten

We propose robust sparse reduced rank regression for analyzing large and complex high-dimensional data with heavy-tailed random noise. The proposed method is based on a convex rela…