Limit theorems for the multilevel splitting algorithm in the simulation of rare events

In this article, a genetic-type algorithm based on interacting particle systems is presented, together with a genealogical model, for estimating a class of rare events arising for instance in telecommunication networks, nuclear engineering, etc. The distribution of a Markov process hitting a rare bu...

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Bibliographische Detailangaben
Hauptverfasser: Cerou, F., LeGland, F., Del Moral, P., Lezaud, P.
Format: Tagungsbericht
Sprache:eng
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Beschreibung
Zusammenfassung:In this article, a genetic-type algorithm based on interacting particle systems is presented, together with a genealogical model, for estimating a class of rare events arising for instance in telecommunication networks, nuclear engineering, etc. The distribution of a Markov process hitting a rare but critical set is represented in terms of a Feynman-Kac model in path space. Approximation results obtained previously for these models are applied here to estimate the probability of the rare events as well as the probability distribution of the critical trajectories.
ISSN:0891-7736
1558-4305
DOI:10.1109/WSC.2005.1574309