Phys. Rev. E 70, 052903 (2004) [4 pages]

Finite-size dynamics of inhibitory and excitatory interacting spiking neurons

Download: PDF (115 kB) or Buy this Article (Use Article Pack) Export: BibTeX or EndNote (RIS)

Maurizio Mattia and Paolo Del Giudice
Complex System Unit, Technologies and Health Department, Istituto Superiore di Sanità–Viale Regina Elena 299, 00161 Roma, Italy

Received 9 April 2004; published 23 November 2004

The dynamic mean-field approach we recently developed is extended to study the dynamics of population emission rates ν(t) for a finite network of coupled excitatory (E) and inhibitory (I) integrate-and-fire (IF) neurons. The power spectrum of ν(t) in an asynchronous state is computed and compared to simulations. We calculate the interpopulations transfer functions and show how synaptic interaction modulates the otherwise low-pass filter with resonances which go well beyond the filter’s cut (ω∼ν) , allowing efficient information transmission on very short time scales determined by spike transmission delays. The saddle-node instability of the asynchronous state is studied and a simple exact dependence of the stability condition on the current-to-rate gain functions is derived, by which self-couplings ( EE and II ) decrease stability while mutual interaction ( EI and IE ) favor stability.


©2004 The American Physical Society

URL: http://link.aps.org/abstract/PRE/v70/e052903
DOI: 10.1103/PhysRevE.70.052903
PACS: 87.18.Sn, 05.90.+m, 05.40.−a, 87.19.La

[ Abstract  |  Previous article  |  Next article  |  Issue 5 ]