Abstract
Newton differentiability is an important concept for analyzing generalized Newton methods for nonsmooth equations. In this work, for a convex function defined on an infinite-dimensional space, we discuss the relation between Newton and Bouligand differentiability and upper semicontinuity of its subdifferential. We also construct a Newton derivative of an operator of the form (Fx)(p) = f(x, p) for general nonlinear operators f that possess a Newton derivative with respect to x and also for the case where f is convex in x.
Original language | English |
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Pages (from-to) | 1265-1287 |
Number of pages | 23 |
Journal | SIAM Journal on Optimization |
Volume | 32 |
Issue number | 2 |
DOIs | |
State | Published - 2022 |
Keywords
- Bouligand derivative
- Newton derivative
- convex
- maximum functional
- measurable selector
- semismooth
- subdifferential