An Inexact Successive Quadratic Approximation Method for Convex L-1 Regularized Optimization

Richard H. Byrd, Jorge Nocedal, Figen Oztoprak

We study a Newton-like method for the minimization of an objective function that is the sum of a smooth convex function and an l-1 regularization term. This method, which is someti…