Information transfer with rate-modulated Poisson processes: A simple model for nonstationary stochastic resonance
- 24 July 2001
- journal article
- research article
- Published by American Physical Society (APS) in Physical Review E
- Vol. 64 (2) , 021909
- https://doi.org/10.1103/physreve.64.021909
Abstract
Stochastic resonance in a simple model of information transfer is studied for sensory neurons and ensembles of ion channels. An exact expression for the information gain is obtained for the Poisson process with the signal-modulated spiking rate. This result allows one to generalize the conventional stochastic resonance (SR) problem (with periodic input signal) to the arbitrary signals of finite duration (nonstationary SR). Moreover, in the case of a periodic signal, the rate of information gain is compared with the conventional signal-to-noise ratio. The paper establishes the general nonequivalence between both measures notwithstanding their apparent similarity in the limit of weak signals.Keywords
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