Title :
Emergence of rationality amongst simple nodes performing adaptive filtering
Author :
Krishnamurthy, Vikram ; Gharehshiran, Omid Namvar ; Danak, Amir
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
Abstract :
We present a decentralized adaptive filtering algorithm where each agent acts selfishly to maximize its payoff. Agents are only aware of the actions of other agents within their coalitions and have no knowledge of the actions of agents outside the coalition. We show that the global behavior of the system converges to the set of correlated equilibria. Thus simple behavior by individual agents can result in sophisticated global behavior.
Keywords :
adaptive filters; simple nodes performing adaptive filtering; Approximation algorithms; Approximation methods; Convergence; Games; Joints; Stochastic processes; Switches; Adaptive filter; correlated equilibrium; regret matching; stochastic approximation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5947677