Nonconvex penalized multitask regression using data depth-based penalties

Subhabrata Majumdar, Snigdhansu Chatterjee

We propose a new class of nonconvex penalty functions, based on data depth functions, for multitask sparse penalized regression. These penalties quantify the relative position of r…