High-dimensional regression in practice: an empirical study of finite-sample prediction, variable selection and ranking

Fan Wang, Sach Mukherjee, Sylvia Richardson +1

Penalized likelihood approaches are widely used for high-dimensional regression. Although many methods have been proposed and the associated theory is now well-developed, the relat…