Literature DB >> 19764869

Mean, variance, and autocorrelation of subthreshold potential fluctuations driven by filtered conductance shot noise.

Lars Wolff1, Benjamin Lindner.   

Abstract

We study the subthreshold voltage fluctuations of a conductance-based passive point neuron stimulated by filtered Poissonian shot noise. We give exact analytical expressions in terms of quadratures for the first two time-dependent moments and the autocorrelation function of the membrane voltage. We also derive simplified expressions for the moments in terms of elementary functions that hold true in the limit case of short filter time, small spike amplitude, and a single synaptic reversal potential. By means of these expressions, we show that for an ensemble of equilibrated conductances but sharp initial voltage (corresponding to a short voltage clamp at the initial time), the mean and the standard deviation can display nonmonotonic time courses. In particular, transient changes in the standard deviation disagree strongly with the predictions of the commonly used effective time constant approximation over a large parameter range. We also study the dependence of the correlation time of the voltage on the synaptic spike amplitude and the synaptic input rate. All results are confirmed by extensive stochastic simulations.

Mesh:

Year:  2010        PMID: 19764869     DOI: 10.1162/neco.2009.02-09-958

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  1 in total

1.  Exact analytical results for integrate-and-fire neurons driven by excitatory shot noise.

Authors:  Felix Droste; Benjamin Lindner
Journal:  J Comput Neurosci       Date:  2017-06-06       Impact factor: 1.621

  1 in total

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