Strong subdifferentials: theory and applications in nonconvex optimization

Kabgani A.; Lara F.

Keywords: Generalized convexity; KKT conditions; Nonconvex optimization; Nonsmooth optimization; Proximal operators

Abstract

A new subdifferential for dealing with nonconvex functions is provided in the following paper and the usual properties are presented as well. Furthermore, characterizations and optimality conditions for a point to be a solution for the nonconvex minimization problem are given. In particular, new KKT-type optimality conditions for nonconvex nonsmooth constraint optimization problems are developed. Moreover, a relationship with the proximity operator for lower semicontinuous quasiconvex functions is given and, as a consequence, the nonemptiness of this subdifferential for large classes of quasiconvex functions is ensured.

Más información

Título según SCOPUS: Strong subdifferentials: theory and applications in nonconvex optimization
Título de la Revista: Journal of Global Optimization
Volumen: 84
Número: 2
Editorial: Springer
Fecha de publicación: 2022
Página final: 368
Idioma: English
DOI:

10.1007/s10898-022-01149-9

Notas: SCOPUS