Escaping from an attractor: Importance sampling and rest points I

Citation
Dupuis, Paul et al., Escaping from an attractor: Importance sampling and rest points I, Annals of applied probability , 25(5), 2015, pp. 2909-2958
ISSN journal
10505164
Volume
25
Issue
5
Year of publication
2015
Pages
2909 - 2958
Database
ACNP
SICI code
Abstract
We discuss importance sampling schemes for the estimation of finite time exit probabilities of small noise diffusions that involve escape from an equilibrium. A factor that complicates the analysis is that rest points are included in the domain of interest. We build importance sampling schemes with provably good performance both pre-asymptotically, that is, for fixed size of the noise, and asymptotically, that is, as the size of the noise goes to zero, and that do not degrade as the time horizon gets large. Simulation studies demonstrate the theoretical results.