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Diffusion approximation and first passage time problem for a model neuron
Authors:R. M. Capocelli  L. M. Ricciardi
Affiliation:(1) Laboratorio di Cibernetica del C.N.R. Arco Felice, Naples, Italy;(2) Department of Theoretical Biology, University of Chicago, Chicago, Illinois, USA;(3) Laboratorio di Cibernetica del C.N.R. Arco Felice, Naples, Italy
Abstract:A diffusion equation for the transition p.d.f. describing the time evolution of the membrane potential for a model neuron, subjected to a Poisson input, is obtained, without breaking up the continuity of the underlying random function. The transition p.d.f. is calculated in a closed form and the average firing interval is determined by using the steady-state limiting expression of the transition p.d.f. The Laplace transform of the first passage time p.d.f. is then obtained in terms of Parabolic Cylinder Functions as solution of a Weber equation, satisfying suitable boundary conditions. A continuous input model is finally investigated.
Keywords:
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