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The Cauchy problem for one-dimensional spiking neuron models
Brette, R. (2008). Cognitive Neurodynamics 2(1) 21-27
Abstract:
I consider spiking neuron models defined by a one-dimensional differential
equation and a reset — i.e., neuron models of the integrate-and-fire type.
I address the question of the existence and uniqueness of a solution on
R for a given initial condition. It turns out that the reset introduces
a countable and ordered set of backward solutions for a given initial
condition. I discuss the implications of these mathematical results in
terms of neural coding and spike timing precision.
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Related presentation: The Cauchy problem for spiking neuron models, ICCN'07 (Shanghai).
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