The approach of a neuron population firing rate to a new equilibrium: An exact theoretical result

Citation
Bw. Knight et al., The approach of a neuron population firing rate to a new equilibrium: An exact theoretical result, NEURAL COMP, 12(5), 2000, pp. 1045-1055
Citations number
12
Categorie Soggetti
Neurosciences & Behavoir","AI Robotics and Automatic Control
Journal title
NEURAL COMPUTATION
ISSN journal
08997667 → ACNP
Volume
12
Issue
5
Year of publication
2000
Pages
1045 - 1055
Database
ISI
SICI code
0899-7667(200005)12:5<1045:TAOANP>2.0.ZU;2-#
Abstract
The response of a noninteracting population of identical neurons to a step change in steady synaptic input can be analytically calculated exactly from the dynamical equation that describes the population's evolution in time. Here, for model integrate-and-fire neurons that undergo a fixed finite upwa rd shift in voltage in response to each synaptic event, we compare the theo retical prediction with the result of a direct simulation of 90,000 model n eurons. The degree of agreement supports the applicability of the populatio n dynamics equation. The theoretical prediction is in the form of a series. Convergence is rapid, so that the full result is well approximated by a fe w terms.