Physics – Condensed Matter – Statistical Mechanics
Scientific paper
2004-02-26
Phys. Rev. Lett. 93, 028701 (2004)
Physics
Condensed Matter
Statistical Mechanics
accepted for publication in Phys. Rev. Lett
Scientific paper
10.1103/PhysRevLett.93.028701
We introduce an extension of the usual replicator dynamics to adaptive learning rates. We show that a population with a dynamic learning rate can gain an increased average payoff in transient phases and can also exploit external noise, leading the system away from the Nash equilibrium, in a reasonance-like fashion. The payoff versus noise curve resembles the signal to noise ratio curve in stochastic resonance. Seen in this broad context, we introduce another mechanism that exploits fluctuations in order to improve properties of the system. Such a mechanism could be of particular interest in economic systems.
Roehl Torsten
Schuster Heinz Georg
Traulsen Arne
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