A Gauss-Seidel method for solving multi-leader-multi-follower games

Fuente: arXiv
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Autores principales: Franci, Barbara, Fabiani, Filippo, Schmidt, Martin, Staudigl, Mathias
Formato: Preprint
Publicado: 2024
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author Franci, Barbara
Fabiani, Filippo
Schmidt, Martin
Staudigl, Mathias
author_facet Franci, Barbara
Fabiani, Filippo
Schmidt, Martin
Staudigl, Mathias
contents We design a computational approach to find equilibria in a class of Nash games possessing a hierarchical structure. By using tools from mixed-integer optimization and the characterization of variational equilibria in terms of the Karush-Kuhn-Tucker conditions, we propose a mixed-integer game formulation for solving this challenging class of problems. Besides providing an equivalent reformulation, we design a proximal Gauss--Seidel method with global convergence guarantees in case the game enjoys a potential structure. We finally corroborate the numerical performance of the algorithm on a novel instance of the ride-hail market problem.
format Preprint
id arxiv_https___arxiv_org_abs_2404_02605
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A Gauss-Seidel method for solving multi-leader-multi-follower games
Franci, Barbara
Fabiani, Filippo
Schmidt, Martin
Staudigl, Mathias
Optimization and Control
We design a computational approach to find equilibria in a class of Nash games possessing a hierarchical structure. By using tools from mixed-integer optimization and the characterization of variational equilibria in terms of the Karush-Kuhn-Tucker conditions, we propose a mixed-integer game formulation for solving this challenging class of problems. Besides providing an equivalent reformulation, we design a proximal Gauss--Seidel method with global convergence guarantees in case the game enjoys a potential structure. We finally corroborate the numerical performance of the algorithm on a novel instance of the ride-hail market problem.
title A Gauss-Seidel method for solving multi-leader-multi-follower games
topic Optimization and Control
url https://arxiv.org/abs/2404.02605