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Nonsmooth calculus in finite dimensions

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posted on 2025-05-09, 07:58 authored by D. E. Ward, J. M. Borwein
The notion of subgradient, originally defined for convex functions, has in recent years been extended, via the “upper subderivative,” to cover functions that are not necessarily convex or even continuous. A number of calculus rules have been proven for these generalized subgradients. This paper develops the finite-dimensional generalized subdifferential calculus for (strictly) lower semicontinuous functions under considerably weaker hypotheses than those previously used. The most general finite-dimensional convex subdifferential calculus results are recovered as corollaries. Other corollaries given include new necessary conditions for optimality in a nonsmooth mathematical program. Various chain rule formulations are considered. Equality in the subdifferential calculus formulae is proven under hypotheses weaker than the usual “subdifferential regularity” assumptions.

History

Journal title

SIAM Journal on Control and Optimization

Volume

25

Issue

5

Pagination

1312-1340

Publisher

Society for Industrial and Applied Mathematics (SIAM)

Language

  • en, English

College/Research Centre

Faculty of Science and Information Technology

School

School of Mathematical and Physical Sciences

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