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
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.