On an Algorithm in Nondifferential Convex Optimization
Yugoslav journal of operations research, Tome 23 (2013) no. 1, p. 59
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In this paper an algorithm for minimization of a nondifferentiable function is
presented. The algorithm uses the Moreau-Yosida regularization of the objective function
and its second order Dini upper directional derivative. The purpose of the paper is to
establish general hypotheses for this algorithm, under which convergence occurs to
optimal points. A convergence proof is given, as well as an estimate of the rate of the
convergence.
Classification :
90C30, 90C25, 65K05.
Keywords: Moreau-Yosida regularization, non-smooth convex optimization, directional derivative, second order Dini upper directional derivative, uniformly convex functions.
Keywords: Moreau-Yosida regularization, non-smooth convex optimization, directional derivative, second order Dini upper directional derivative, uniformly convex functions.
@article{YJOR_2013_23_1_a4,
author = {Nada {\DJ}uranovi\'c-Mili\v{c}i\'c and Milanka Garda\v{s}evi\'c-Filipovi\'c},
title = {On an {Algorithm} in {Nondifferential} {Convex} {Optimization}},
journal = {Yugoslav journal of operations research},
pages = {59 },
year = {2013},
volume = {23},
number = {1},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2013_23_1_a4/}
}
TY - JOUR AU - Nada Đuranović-Miličić AU - Milanka Gardašević-Filipović TI - On an Algorithm in Nondifferential Convex Optimization JO - Yugoslav journal of operations research PY - 2013 SP - 59 VL - 23 IS - 1 UR - http://geodesic.mathdoc.fr/item/YJOR_2013_23_1_a4/ LA - en ID - YJOR_2013_23_1_a4 ER -
Nada Đuranović-Miličić; Milanka Gardašević-Filipović. On an Algorithm in Nondifferential Convex Optimization. Yugoslav journal of operations research, Tome 23 (2013) no. 1, p. 59 . http://geodesic.mathdoc.fr/item/YJOR_2013_23_1_a4/