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