Subsampled Inexact Newton methods for minimizing large sums of convex functions

Stefania Bellavia, Natasa Krejic, Natasa Krklec Jerinkic

This paper deals with the minimization of large sum of convex functions by Inexact Newton (IN) methods employing subsampled functions, gradients and Hessian approximations. The Con…