Fb. Rodriguez et al., Period focusing induced by network feedback in populations of noisy integrate-and-fire neurons, NEURAL COMP, 13(11), 2001, pp. 2495-2516
Citations number
28
Categorie Soggetti
Neurosciences & Behavoir","AI Robotics and Automatic Control
The population dynamics of an ensemble of nonleaky integrate-and-fire stoch
astic neurons is studied. The model selected allows for a detailed analysis
of situations where noise plays a dominant role. Simulations in a regime w
ith weak to moderate interactions show that a mechanism of excitatory messa
ge interchange among the neurons leads to a decrease in the firing period d
ispersion of the individual units. The dispersion reduction observed is lar
ger than what would be expected from the decrease in the period. This "peri
od focusing" is explained using a mean-field model. It is a dynamical effec
t that arises from the progressive decrease of the effective firing thresho
ld as a result of the messages received by each unit from the rest of the p
opulation. A back-of-the-envelope formula to calculate this nontrivial disp
ersion reduction and a simple geometrical description of the effect are als
o provided.