On the Dini-Hadamard subdifferential of the difference of two functions
Radu Ioan Bot, Delia-Maria Nechita

TL;DR
This paper derives a formula for the Dini-Hadamard epsilon-subdifferential of the difference of two functions, providing conditions under which it becomes an equality, and applies these results to optimality conditions in cone-constrained optimization.
Contribution
It introduces a general inclusion formula for the Dini-Hadamard epsilon-subdifferential of function differences and establishes equality conditions under specific geometric assumptions.
Findings
Provides a characterization of the Dini-Hadamard epsilon-subdifferential using sponges.
Establishes a formula for the subdifferential of the difference of two functions.
Applies results to optimality conditions in cone-constrained problems.
Abstract
In this paper we first provide a general formula of inclusion for the Dini-Hadamard epsilon-subdifferential of the difference of two functions and show that it becomes equality in case the functions are directionally approximately starshaped at a given point and a weak topological assumption is fulfilled. To this end we give a useful characterization of the Dini-Hadamard epsilon-subdifferential by means of sponges. The achieved results are employed in the formulation of optimality conditions via the Dini-Hadamard subdifferential for cone-constrained optimization problems having the difference of two functions as objective.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsOptimization and Variational Analysis · Fixed Point Theorems Analysis · Advanced Optimization Algorithms Research
