Background
Type: Article

BEYOND THE FERMAT OPTIMALITY RULES

Journal: SIAM Journal on Optimization (10526234)Year: 2025Volume: Issue: 2Pages: 818 - 841
Abbasi M. Grad S.-M. Théra M.A.
DOI:10.1137/23M1578036Language: English

Abstract

This work proposes a general framework for analyzing the behavior at its extrema of an extended real-valued function assumed neither convex nor differentiable and for which the classical Fermat rules of optimality do not apply. The tools used for building this framework are the notions of sup-subdifferential, recently introduced by two of the authors together with Kruger, and partial sup-subdifferentials. The sup-subdifferential is a nonempty enlargement of the Moreau-Rockafellar subdifferential that satisfies most of its fundamental properties and enjoys certain calculus rules. The partial sup-subdifferentials are obtained by breaking down the sup-subdifferential into one-dimensional components through basis elements and play the same role as the partial derivatives in the Fermat optimality rules. Copyright © by SIAM. Unauthorized reproduction of this article is prohibited.