Necessary Conditions for Local Optimality in Difference-of-Convex Programming
Journal of convex analysis, Tome 17 (2010) no. 2, pp. 673-68
Voir la notice de l'article provenant de la source Heldermann Verlag
Using ε-subdifferential calculus for difference-of-convex (d.c.) optimization, Dür proposed a condition sufficient for local optimality, and showed that this condition is not necessary in general. Here it is proved that whenever the convex part is strongly convex, this condition is also necessary. Strong convexity can always be ensured by changing the given d.c. decomposition slightly. This approach also allows for a formulation with perturbed ε-subdifferentials which involves only the original d.c. decomposition, even without imposing strong convexity. We relate this result with another inclusion condition on perturbed ε-subdifferentials, which even can serve as a quantitative version of a criterion both necessary and sufficient for local optimality.
Mots-clés :
Approximate subdifferential, non-smooth optimization, optimality condition, strong convexity
@article{JCA_2010_17_2_JCA_2010_17_2_a19,
author = {I. M. Bomze and C. Lemar\'echal},
title = {Necessary {Conditions} for {Local} {Optimality} in {Difference-of-Convex} {Programming}},
journal = {Journal of convex analysis},
pages = {673--68},
publisher = {mathdoc},
volume = {17},
number = {2},
year = {2010},
url = {http://geodesic.mathdoc.fr/item/JCA_2010_17_2_JCA_2010_17_2_a19/}
}
TY - JOUR AU - I. M. Bomze AU - C. Lemaréchal TI - Necessary Conditions for Local Optimality in Difference-of-Convex Programming JO - Journal of convex analysis PY - 2010 SP - 673 EP - 68 VL - 17 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/JCA_2010_17_2_JCA_2010_17_2_a19/ ID - JCA_2010_17_2_JCA_2010_17_2_a19 ER -
%0 Journal Article %A I. M. Bomze %A C. Lemaréchal %T Necessary Conditions for Local Optimality in Difference-of-Convex Programming %J Journal of convex analysis %D 2010 %P 673-68 %V 17 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/item/JCA_2010_17_2_JCA_2010_17_2_a19/ %F JCA_2010_17_2_JCA_2010_17_2_a19
I. M. Bomze; C. Lemaréchal. Necessary Conditions for Local Optimality in Difference-of-Convex Programming. Journal of convex analysis, Tome 17 (2010) no. 2, pp. 673-68. http://geodesic.mathdoc.fr/item/JCA_2010_17_2_JCA_2010_17_2_a19/