Diffusion approximation and first passage time problem for a model neuron |
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Authors: | R. M. Capocelli L. M. Ricciardi |
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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 |
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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. |
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