On the exit time from open sets of some semi-Markov processes

Citation
Ascione Giacomo et al., On the exit time from open sets of some semi-Markov processes, Annals of applied probability , 30(3), 2020, pp. 1130-1163
ISSN journal
10505164
Volume
30
Issue
3
Year of publication
2020
Pages
1130 - 1163
Database
ACNP
SICI code
Abstract
In this paper we characterize the distribution of the first exit time from an arbitrary open set for a class of semi-Markov processes obtained as time-changed Markov processes. We estimate the asymptotic behaviour of the survival function (for large t) and of the distribution function (for small t) and we provide some conditions for absolute continuity. We have been inspired by a problem of neurophyshiology and our results are particularly usefull in this field, precisely for the so-called Leaky Integrate-and-Fire (LIF) models: the use of semi-Markov processes in these models appear to be realistic under several aspects, for example, it makes the intertimes between spikes a r.v. with infinite expectation, which is a desiderable property. Hence, after the theoretical part, we provide a LIF model based on semi-Markov processes.