Successive Convex Approximation Algorithms for Sparse Signal Estimation with Nonconvex Regularizations

Yang Yang, Marius Pesavento, Symeon Chatzinotas +1

In this paper, we propose a successive convex approximation framework for sparse optimization where the nonsmooth regularization function in the objective function is nonconvex and…