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Approximate first-order and second-order directional derivatives of a marginal function in convex optimization
Authors:J -B Hiriart-Urruty
Institution:(1) Université Paul Sabatier (Toulouse III), Toulouse, France
Abstract:Given a convex functionf:Ropf p ×Ropf q rarr (–infin, +infin], the marginal function phgr is defined on Ropf p by phgr(x)=inf{f(x, y)|yisinRopf q }. Our purpose in this paper is to express the approximate first-order and second-order directional derivatives of phgr atx 0 in terms of those off at (x 0,y 0), wherey 0 is any element for which phgr(x 0)=f(x 0,y 0).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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