Nonconvex optimization despite expensive, inexact or unavailable values
In this talk, we review several challenges that one can encounter while solving a smooth nonconvex optimization problem. For each of these issues, we develop a practical variant on the popular trust-region method with second-order guarantees. We first consider the case of a large number of problem variables. By resorting …