Robust Regression and Lasso

Huan Xu, Constantine Caramanis, Shie Mannor

Lasso, or ${\ell }^1$ regularized least squares, has been explored extensively for its remarkable sparsity properties. It is shown in this paper that the solution to Lasso, in additio…