Black-box Optimization Algorithms for Regularized Least-squares Problems

Yanjun Liu, Kevin H. Lam, Lindon Roberts

We consider the problem of optimizing the sum of a smooth, nonconvex function for which derivatives are unavailable, and a convex, nonsmooth function with easy-to-evaluate proximal…