Machine Learning

Numerical optimization serves as one of the pillars of machine learning. To meet the demands of big data applications, lots of efforts have been done on designing theoretically and practically fast algorithms. This paper provides a comprehensive …

We extend APG for general nonconvex and nonsmooth programs by introducing a monitor that satisfies the sufficient descent property