• 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