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Structural Solutions for Additively Coupled Sum Constrained Games
- Source :
- IEEE Transactions on Communications. 60:3779-3796
- Publication Year :
- 2012
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2012.
-
Abstract
- We propose and analyze a broad family of games played by resource-constrained players, which are characterized by the following central features: 1) each user has a multi-dimensional action space, subject to a single sum resource constraint; 2) each user's utility in a particular dimension depends on an additive coupling between the user's action in the same dimension and the actions of the other users; and 3) each user's total utility is the sum of the utilities obtained in each dimension. Familiar examples of such multi-user environments in communication systems include power control over frequency-selective Gaussian interference channels and flow control in Jackson networks. In settings where users cannot exchange messages in real-time, we study how users can adjust their actions based on their local observations. We derive sufficient conditions under which a unique Nash equilibrium exists and the best-response algorithm converges globally and linearly to the Nash equilibrium. In settings where users can exchange messages in real-time, we focus on user choices that optimize the overall utility. We provide the convergence conditions of two distributed action update mechanisms, gradient play and Jacobi update.<br />Comment: 39 pages, 5 figures
- Subjects :
- FOS: Computer and information sciences
Computer Science::Computer Science and Game Theory
Mathematical optimization
Stochastic game
symbols.namesake
Computer Science - Computer Science and Game Theory
Nash equilibrium
Stability theory
Best response
Convergence (routing)
symbols
Electrical and Electronic Engineering
Game theory
Information exchange
Computer Science and Game Theory (cs.GT)
Power control
Mathematics
Subjects
Details
- ISSN :
- 00906778
- Volume :
- 60
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Communications
- Accession number :
- edsair.doi.dedup.....ef2e8e4753650fc5e503c49f7b97c0fc
- Full Text :
- https://doi.org/10.1109/tcomm.2012.091312.110334