Primal interior-point method for large sparse minimax optimization
Kybernetika, Tome 45 (2009) no. 5, pp. 841-864
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In this paper, we propose a primal interior-point method for large sparse minimax optimization. After a short introduction, the complete algorithm is introduced and important implementation details are given. We prove that this algorithm is globally convergent under standard mild assumptions. Thus the large sparse nonconvex minimax optimization problems can be solved successfully. The results of extensive computational experiments given in this paper confirm efficiency and robustness of the proposed method.
Classification :
49K35, 65K10, 90C06, 90C47, 90C51
Keywords: unconstrained optimization; large-scale optimization; minimax optimization; nonsmooth optimization; interior-point methods; modified Newton methods; variable metric methods; computational experiments
Keywords: unconstrained optimization; large-scale optimization; minimax optimization; nonsmooth optimization; interior-point methods; modified Newton methods; variable metric methods; computational experiments
@article{KYB_2009__45_5_a10,
author = {Luk\v{s}an, Ladislav and Matonoha, Ctirad and Vl\v{c}ek, Jan},
title = {Primal interior-point method for large sparse minimax optimization},
journal = {Kybernetika},
pages = {841--864},
publisher = {mathdoc},
volume = {45},
number = {5},
year = {2009},
mrnumber = {2599116},
zbl = {1198.90394},
language = {en},
url = {http://geodesic.mathdoc.fr/item/KYB_2009__45_5_a10/}
}
TY - JOUR AU - Lukšan, Ladislav AU - Matonoha, Ctirad AU - Vlček, Jan TI - Primal interior-point method for large sparse minimax optimization JO - Kybernetika PY - 2009 SP - 841 EP - 864 VL - 45 IS - 5 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/KYB_2009__45_5_a10/ LA - en ID - KYB_2009__45_5_a10 ER -
Lukšan, Ladislav; Matonoha, Ctirad; Vlček, Jan. Primal interior-point method for large sparse minimax optimization. Kybernetika, Tome 45 (2009) no. 5, pp. 841-864. http://geodesic.mathdoc.fr/item/KYB_2009__45_5_a10/