Distributed Algorithms for Aggregative Games on Graphs
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- 1 June 2016
- journal article
- Published by Institute for Operations Research and the Management Sciences (INFORMS) in Operations Research
- Vol. 64 (3) , 680-704
Abstract
We consider a class of Nash games, termed as aggregative games, being played over a networked system. In an aggregative game, a player’s objective is a function of the aggregate of all the players’ decisions. Every player maintains an estimate of this aggregate, and the players exchange this information with their local neighbors over a connected network. We study distributed synchronous and asynchronous algorithms for information exchange and equilibrium computation over such a network. Under standard conditions, we establish the almost-sure convergence of the obtained sequences to the equilibrium point. We also consider extensions of our schemes to aggregative games where the players’ objectives are coupled through a more general form of aggregate function. Finally, we present numerical results that demonstrate the performance of the proposed schemes.Keywords
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This publication has 48 references indexed in Scilit:
- A new class of distributed optimization algorithms: application to regression of distributed dataOptimization Methods and Software, 2012
- Solving variational inequalities with stochastic mirror-prox algorithmStochastic Systems, 2011
- A Randomized Incremental Subgradient Method for Distributed Optimization in Networked SystemsSIAM Journal on Optimization, 2010
- Nash equilibria: the variational approach2009
- Games with coupled propagated constraints in optical networks with multi-link topologiesAutomatica, 2009
- Large-Population Cost-Coupled LQG Problems With Nonuniform Agents: Individual-Mass Behavior and Decentralized $\varepsilon$-Nash EquilibriaIEEE Transactions on Automatic Control, 2007
- An extension of duality to a game-theoretic frameworkAutomatica, 2007
- A Noncooperative Game Approach to OSNR Optimization in Optical NetworksIEEE Transactions on Automatic Control, 2006
- Strategic complements and substitutes, and potential gamesGames and Economic Behavior, 2006
- Potential GamesGames and Economic Behavior, 1996