We propose to use the proximal point algorithm to regularize a “dual” problem of generalized fractional programs (GFP). The proposed technique leads to a new dual algorithm that generates a sequence which converges from below to the minimal value of the considered problem. At each step, the proposed algorithm solves approximately an auxiliary problem with a unique dual solution whose every cluster point gives a solution to the dual problem. In the exact minimization case, the sequence of dual solutions converges to an optimal dual solution. For a class of functions, including the linear case, the convergence of the dual values is at least linear.
Accepté le :
DOI : 10.1051/ro/2017004
Mots-clés : Multi-ratio fractional programs, Dinkelbach-type algorithms, Lagrange duality, proximal point algorithm
@article{RO_2017__51_4_985_0, author = {El Haffari, Mostafa and Roubi, Ahmed}, title = {Convergence of a proximal algorithm for solving the dual of a generalized fractional program}, journal = {RAIRO - Operations Research - Recherche Op\'erationnelle}, pages = {985--1004}, publisher = {EDP-Sciences}, volume = {51}, number = {4}, year = {2017}, doi = {10.1051/ro/2017004}, mrnumber = {3783931}, zbl = {1393.90113}, language = {en}, url = {http://www.numdam.org/articles/10.1051/ro/2017004/} }
TY - JOUR AU - El Haffari, Mostafa AU - Roubi, Ahmed TI - Convergence of a proximal algorithm for solving the dual of a generalized fractional program JO - RAIRO - Operations Research - Recherche Opérationnelle PY - 2017 SP - 985 EP - 1004 VL - 51 IS - 4 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ro/2017004/ DO - 10.1051/ro/2017004 LA - en ID - RO_2017__51_4_985_0 ER -
%0 Journal Article %A El Haffari, Mostafa %A Roubi, Ahmed %T Convergence of a proximal algorithm for solving the dual of a generalized fractional program %J RAIRO - Operations Research - Recherche Opérationnelle %D 2017 %P 985-1004 %V 51 %N 4 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/ro/2017004/ %R 10.1051/ro/2017004 %G en %F RO_2017__51_4_985_0
El Haffari, Mostafa; Roubi, Ahmed. Convergence of a proximal algorithm for solving the dual of a generalized fractional program. RAIRO - Operations Research - Recherche Opérationnelle, Tome 51 (2017) no. 4, pp. 985-1004. doi : 10.1051/ro/2017004. http://www.numdam.org/articles/10.1051/ro/2017004/
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