DocumentCode :
2998007
Title :
Limit theorems for the multilevel splitting algorithm in the simulation of rare events
Author :
Cérou, Frédéric ; LeGland, François ; Moral, Pierre Del ; Lezaud, Pascal
Author_Institution :
IRISA/INRIA, France
fYear :
2005
fDate :
4-7 Dec. 2005
Abstract :
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.
Keywords :
Markov processes; approximation theory; discrete event simulation; genetic algorithms; statistical distributions; Feynman-Kac model; Markov process; genealogical model; genetic algorithm; interacting particle system; limit theorem; multilevel splitting; probability distribution; rare events simulation; Discrete event simulation; Ethics; Genetic engineering; Glands; Level set; Markov processes; Probability distribution; State estimation; State-space methods; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference, 2005 Proceedings of the Winter
Print_ISBN :
0-7803-9519-0
Type :
conf
DOI :
10.1109/WSC.2005.1574309
Filename :
1574309
Link To Document :
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