Volkan Cevher, Quoc Tran Dinh, Yen-Huan Li
This paper proposes a smoothing technique for nonsmooth convex minimization using self-concordant barriers. To illustrate the main ideas, we compare our technique and the proximity smoothing approach (Nesterov2005) via the classical gradient method on both ...
Ieee2014