Sparsity by Worst-Case Penalties

Yves Grandvalet, Julien Chiquet, Christophe Ambroise

This paper proposes a new interpretation of sparse penalties such as the elastic-net and the group-lasso. Beyond providing a new viewpoint on these penalization schemes, our approa…