Title :
Convergence of population dynamics in symmetric routing games with a finite number of playersz
Author :
Altman, Eitan ; Kambley, V. ; Borkar, Vivek
Author_Institution :
INRIA, Sophia Antipolis, France
Abstract :
Routing games, as introduced in the pioneering work of Orda, Rom and Shimkin (1993), are very closely related to the traffic assignment problems as already studied by Wardrop and to congestion games, as introduced by Rosenthal. But they exhibit more complex behavior: often the equilibrium is not unique, and computation of equilibria is typically harder. They cannot be transformed in general into an equivalent global optimization problem as is the case with congestion games and in the traffic assignment problem which possess a potential under fairly general conditions. In this paper we study convergence of various learning schemes to an equilibrium in the problem of routing games. We are able to considerably extend previous published results that were restricted to routing into two parallel links. We study evolutionary-based learning algorithms and establish their convergence for general topologies.
Keywords :
evolutionary computation; game theory; learning (artificial intelligence); telecommunication congestion control; telecommunication network routing; telecommunication traffic; congestion games; equivalent global optimization problem; evolutionary-based learning algorithm; population dynamics; symmetric routing games; traffic assignment problem; Communication networks; Context; Convergence; Costs; Read only memory; Roads; Round robin; Routing; Telecommunication traffic; Topology;
Conference_Titel :
Game Theory for Networks, 2009. GameNets '09. International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-4176-1
Electronic_ISBN :
978-1-4244-4177-8
DOI :
10.1109/GAMENETS.2009.5137459