M-estimation with the Trimmed l1 Penalty

Jihun Yun, Peng Zheng, Eunho Yang +2

We study high-dimensional estimators with the trimmed ${\ell }_1$ penalty, which leaves the $h$ largest parameter entries penalty-free. While optimization techniques for this nonconve…