TY - JOUR
T1 - Stochastic gain in finite populations
AU - Röhl, Torsten
AU - Traulsen, Arne
AU - Claussen, Jens Christian
AU - Schuster, Heinz Georg
PY - 2008/8/15
Y1 - 2008/8/15
N2 - Flexible learning rates can lead to increased payoffs under the influence of noise. In a previous paper, we have demonstrated this effect based on a replicator dynamics model which is subject to external noise. Here, we utilize recent advances on finite population dynamics and their connection to the replicator equation to extend our findings and demonstrate the stochastic gain effect in finite population systems. Finite population dynamics is inherently stochastic, depending on the population size and the intensity of selection, which measures the balance between the deterministic and the stochastic parts of the dynamics. This internal noise can be exploited by a population using an appropriate microscopic update process, even if learning rates are constant.
AB - Flexible learning rates can lead to increased payoffs under the influence of noise. In a previous paper, we have demonstrated this effect based on a replicator dynamics model which is subject to external noise. Here, we utilize recent advances on finite population dynamics and their connection to the replicator equation to extend our findings and demonstrate the stochastic gain effect in finite population systems. Finite population dynamics is inherently stochastic, depending on the population size and the intensity of selection, which measures the balance between the deterministic and the stochastic parts of the dynamics. This internal noise can be exploited by a population using an appropriate microscopic update process, even if learning rates are constant.
UR - http://www.scopus.com/inward/record.url?scp=50049085545&partnerID=8YFLogxK
UR - https://journals.aps.org/pre/abstract/10.1103/PhysRevE.78.026108
U2 - 10.1103/PhysRevE.78.026108
DO - 10.1103/PhysRevE.78.026108
M3 - Article
AN - SCOPUS:50049085545
SN - 1539-3755
VL - 78
JO - Physical Review E - Statistical, Nonlinear, and Soft Matter Physics
JF - Physical Review E - Statistical, Nonlinear, and Soft Matter Physics
IS - 2
M1 - 026108
ER -