A. A. Lazar
Information Representation with an Ensemble of Hodgkin-Huxley Neurons
Neurocomputing , Volume 70 , pp. 1764-1771 , June 2007
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.


  author = "A. A. Lazar",
  title = "Information Representation with an Ensemble of Hodgkin-Huxley Neurons",
  year = 2007,
  journal = "Neurocomputing",
  volume = 70,
  pages = "1764-1771",
  month = "Jun",
  keywords = "information representation, ensemble encoding, hodgkin–huxley neuron, i/o equivalence, stimulus recovery"