TY - GEN
T1 - Evolutionary coalitional games for random access control
AU - Luo, Xin
AU - Tembine, Hamidou
PY - 2013
Y1 - 2013
N2 - In this paper we consider a random access system where each user can be in two modes of operation, has a packet or not and the set of users which have a packet is available to a shared medium. We propose an evolving coalitional game theory to analyze the system outcomes. Unlike classical coalitional approaches that assume that coalitional structures are fixed and formed with cost-free, we explain how coalitions can be formed in a fully distributed manner using evolutionary dynamics and coalitional combined fully distributed payoff and strategy (CODIPAS) learning. We introduce the concept of evolutionarily stable coalitional structure (ESCS), which is, when it is formed it is resilient by small perturbation of strategies. We show that (i) the formation and the stability of coalitions depend mainly on the cost of making a coalition compared to the benefit of cooperation, (ii) the grand coalition can be unstable and a localized coalitional structure is formed as an evolutionarily stable coalitional structure. When the core is empty, the coalitional CODIPAS scheme selects one of the stable sets. Finally, we discuss the convergence and complexity of the proposed coalitional CODIPAS learning in access control with different users' activities.
AB - In this paper we consider a random access system where each user can be in two modes of operation, has a packet or not and the set of users which have a packet is available to a shared medium. We propose an evolving coalitional game theory to analyze the system outcomes. Unlike classical coalitional approaches that assume that coalitional structures are fixed and formed with cost-free, we explain how coalitions can be formed in a fully distributed manner using evolutionary dynamics and coalitional combined fully distributed payoff and strategy (CODIPAS) learning. We introduce the concept of evolutionarily stable coalitional structure (ESCS), which is, when it is formed it is resilient by small perturbation of strategies. We show that (i) the formation and the stability of coalitions depend mainly on the cost of making a coalition compared to the benefit of cooperation, (ii) the grand coalition can be unstable and a localized coalitional structure is formed as an evolutionarily stable coalitional structure. When the core is empty, the coalitional CODIPAS scheme selects one of the stable sets. Finally, we discuss the convergence and complexity of the proposed coalitional CODIPAS learning in access control with different users' activities.
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U2 - 10.1109/INFCOM.2013.6566830
DO - 10.1109/INFCOM.2013.6566830
M3 - Conference contribution
AN - SCOPUS:84883099107
SN - 9781467359467
T3 - Proceedings - IEEE INFOCOM
SP - 535
EP - 539
BT - 2013 Proceedings IEEE INFOCOM 2013
T2 - 32nd IEEE Conference on Computer Communications, IEEE INFOCOM 2013
Y2 - 14 April 2013 through 19 April 2013
ER -