SPIKE OUTPUT JITTER, MEAN FIRING TIME AND COEFFICIENT OF VARIATION

Authors
Citation
Jf. Feng et D. Brown, SPIKE OUTPUT JITTER, MEAN FIRING TIME AND COEFFICIENT OF VARIATION, Journal of physics. A, mathematical and general, 31(4), 1998, pp. 1239-1252
Citations number
32
Categorie Soggetti
Physics,"Physycs, Mathematical
ISSN journal
03054470
Volume
31
Issue
4
Year of publication
1998
Pages
1239 - 1252
Database
ISI
SICI code
0305-4470(1998)31:4<1239:SOJMFT>2.0.ZU;2-R
Abstract
To understand how a single neurone processes information, it is critic al to examine the relationship between input and output. Marsalek, Koc h and Maunsell's study focused on output jitter (standard deviation of output interpike interval) found that for the integrate-and-fire (I&F ) model this response measure converges towards zero as the number of inputs increases indefinitely when interarrival times of excitatory in puts (EPSPs) are normally or uniformly distributed. In this work we pr esent a complete, theoretical investigation, corroborated by numerical simulation, of output jitter in the I&F model with a variety of input distributions and a range of values of number of inputs, N. Our main results are: the exponential distribution input is a critical case and its output jitter is independent of N. For input distributions with t ails which decrease faster than the exponential distribution, output j itter converges to zero as discovered by Marsalek, Koch and Maunsell; whereas an input distribution with a more slowly decreasing tail induc es divergence of output jitter. Exact formulae for mean firing time ar e also obtained which enable us to estimate the coefficient of variati on. The I&F model with leakage is also briefly considered.