L\'evy processes under level-dependent Poissonian switching
Noah Beelders, Lewis Ramsden, Apostolos D. Papaioannou

TL;DR
This paper develops new identities for exit problems and resolvents of a hybrid process switching between two Lévy processes, using generalized scale functions, with applications to ruin probabilities in risk models with dividend delays.
Contribution
It introduces generalized scale functions for level-dependent Lévy processes and derives identities for exit problems, expanding the analytical tools for such hybrid stochastic processes.
Findings
Derived identities for exit problems and resolvents.
Introduced generalized scale functions for hybrid processes.
Applied results to ruin probability in risk models with delays.
Abstract
In this paper, we derive identities for the upward and downward exit problems and resolvents for a process whose motion changes between two L\'evy processes if it is above (or below) a barrier and coincides with a Poissonian arrival time. This can be expressed in the form of a (hybrid) stochastic differential equation, for which the existence of its solution is also discussed. All identities are given in terms of new generalisations of scale functions (counterparts of the scale functions from the theory of L\'evy processes). To illustrate the applicability of our results, the probability of ruin is obtained for a risk process with delays in the dividend payments.
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