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Approximate first-order and second-order directional derivatives of a marginal function in convex optimization
Authors:J. -B. Hiriart-Urruty
Affiliation:(1) Université Paul Sabatier (Toulouse III), Toulouse, France
Abstract:Given a convex functionf:Ropfp×Ropfq rarr (–infin, +infin], the marginal function phgr is defined on Ropfp by phgr(x)=inf{f(x, y)|yisinRopfq}. Our purpose in this paper is to express the approximate first-order and second-order directional derivatives of phgr atx0 in terms of those off at (x0,y0), wherey0 is any element for which phgr(x0)=f(x0,y0).The author is indebted to one referee for pointing out an inaccuracy in an earlier version of Theorem 4.1.
Keywords:Convex optimization  marginal functions  approximate second-order directional derivatives of convex functions
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