4.6 Article Proceedings Paper

Information representation with an ensemble of Hodgkin-Huxley neurons

Journal

NEUROCOMPUTING
Volume 70, Issue 10-12, Pages 1764-1771

Publisher

ELSEVIER SCIENCE BV
DOI: 10.1016/j.neucom.2006.10.128

Keywords

information representation; ensemble encoding; Hodgkin-Huxley neuron; I/O equivalence; stimulus recovery

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Motivated by the natural representation of stimuli in sensory systems, we investigate the representation of a bandlimited signal by an ensemble of Hodgkin-Huxley neurons with multiplicative coupling. We show that such a neuronal ensemble is I/O equivalent with an ensemble of integrate-and-fire neurons with variable threshold. The value of the threshold sequence is explicitly given. We describe a general algorithm for recovering the stimulus at the input of the neuronal ensemble. (c) 2006 Published by Elsevier B.V.

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