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.
| Original language | English |
|---|---|
| Pages (from-to) | 818-841 |
| Number of pages | 24 |
| Journal | SIAM Journal on Optimization |
| Volume | 35 |
| Issue number | 2 |
| DOIs | |
| Publication status | Published - 1 Jan 2025 |
Keywords
- Fermat optimality conditions
- Hamel basis
- Kuratowski-continuity
- Moreau-Rockafellar subdifferential
- outer/upper/inner-semicontinuous
- sup-subdifferential