Newton-type Methods with the Proximal Gradient Step for Sparse Estimation

Ryosuke Shimmura, Joe Suzuki

In this paper, we propose new methods to efficiently solve convex optimization problems encountered in sparse estimation, which include a new quasi-Newton method that avoids comput…