Gauss-Markov processes restricted from below by special reflecting boundaries are considered and the transition probability density functions are determined. Furthermore, the firstpassage time density through a time-dependent threshold is studied by using analytical, numerical and asymptotic methods. The restricted Gauss-Markov processes are then used to construct inhomogeneous leaky integrate-and-fire stochastic models for single neuron's activity in the presence of a reversal hyperpolarization potential and different input signals. The case of the periodic input signal is explicitly developed and numerical and asymptotic solutions for the firing densities are provided.

Gauss-Markov processes in the presence of a reflecting boundary and applications in neuronal models / Buonocore, Aniello; Caputo, Luigia; A. G., Nobile; Pirozzi, Enrica. - In: APPLIED MATHEMATICS AND COMPUTATION. - ISSN 0096-3003. - 232:(2014), pp. 799-809. [10.1016/j.amc.2014.01.143]

Gauss-Markov processes in the presence of a reflecting boundary and applications in neuronal models

BUONOCORE, ANIELLO;CAPUTO, LUIGIA;PIROZZI, ENRICA
2014

Abstract

Gauss-Markov processes restricted from below by special reflecting boundaries are considered and the transition probability density functions are determined. Furthermore, the firstpassage time density through a time-dependent threshold is studied by using analytical, numerical and asymptotic methods. The restricted Gauss-Markov processes are then used to construct inhomogeneous leaky integrate-and-fire stochastic models for single neuron's activity in the presence of a reversal hyperpolarization potential and different input signals. The case of the periodic input signal is explicitly developed and numerical and asymptotic solutions for the firing densities are provided.
2014
Gauss-Markov processes in the presence of a reflecting boundary and applications in neuronal models / Buonocore, Aniello; Caputo, Luigia; A. G., Nobile; Pirozzi, Enrica. - In: APPLIED MATHEMATICS AND COMPUTATION. - ISSN 0096-3003. - 232:(2014), pp. 799-809. [10.1016/j.amc.2014.01.143]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/568304
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