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Firing statistics of inhibitory neuron with delayed feedback. II: Non-Markovian behavior
Authors:K.G. Kravchuk  A.K. Vidybida
Affiliation:Bogolyubov Institute for Theoretical Physics, Metrologichna str. 14-B, 03680 Kyiv, Ukraine
Abstract:The instantaneous state of a neural network consists of both the degree of excitation of each neuron the network is composed of and positions of impulses in communication lines between the neurons. In neurophysiological experiments, the neuronal firing moments are registered, but not the state of communication lines. But future spiking moments depend essentially on the past positions of impulses in the lines. This suggests, that the sequence of intervals between firing moments (inter-spike intervals, ISIs) in the network could be non-Markovian.
Keywords:Inhibitory neuron   Delayed feedback   Poisson process   Interspike intervals probability density   Non-Markovian stochastic process
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