Path-sampling for state-dependent importance sampling

被引:0
|
作者
Blanchet, Jose H. [1 ]
Liu, Jingchen [1 ]
机构
[1] Harvard Univ, Dept Stat, Cambridge, MA 02138 USA
关键词
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
State-dependent importance sampling (SDIS) has proved to be particularly useful in simulation (specially in rare event analysis of stochastic systems). One approach for designing SDIS is to mimic the zero-variance change-of-measure by using a likelihood ratio that is proportional to an asymptotic approximation that may be available for the problem at hand. Using such approximation poses the problem of computing the corresponding normalizing constants at each step. In this paper, we propose the use of path-sampling, which allows to estimate such normalizing constants in terms of one dimensional integrals. We apply path-sampling to estimate the tail of the delay in a G/G/1 queue with regularly varying input. We argue that such tail estimation can be performed with good relative precision in quadratic complexity (in terms of the tail parameter) - assuming that path-sampling is combined with an appropriate change-of-measure proposed by Blanchet and Glynn (2007a).
引用
收藏
页码:359 / 367
页数:9
相关论文
共 50 条
  • [21] Path-Sampling and Machine Learning for Rare Abnormal Events: Application to Polymerization CSTRs
    Sudarshan, Vikram
    Seider, Warren D.
    Patel, Amish J.
    Oktem, Ulku G.
    Arbogast, Jeffrey E.
    [J]. CHEMICAL ENGINEERING SCIENCE, 2024, 300
  • [22] Practical stabilization of nonlinear systems with state-dependent sampling and retarded inputs
    Mazenc, Frederic
    De Persis, Claudio
    Bekaik, Mounir
    [J]. 2012 AMERICAN CONTROL CONFERENCE (ACC), 2012, : 4703 - 4708
  • [23] Single-ensemble nonequilibrium path-sampling estimates of free energy differences
    Ytreberg, FM
    Zuckerman, DM
    [J]. JOURNAL OF CHEMICAL PHYSICS, 2004, 120 (23): : 10876 - 10879
  • [24] Asymptotically optimal importance sampling and stratification for pricing path-dependent options
    Glasserman, P
    Heidelberger, P
    Shahabuddin, P
    [J]. MATHEMATICAL FINANCE, 1999, 9 (02) : 117 - 152
  • [25] A path-sampling scheme for computing thermodynamic properties of a many-body system in a generalized ensemble
    Athènes, M
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (04): : 651 - 663
  • [26] Free energy landscape from path-sampling: application to the structural transition in LJ38
    G. Adjanor
    M. Athènes
    F. Calvo
    [J]. The European Physical Journal B - Condensed Matter and Complex Systems, 2006, 53 : 47 - 60
  • [27] Multiple state transition path sampling
    Rogal, Jutta
    Bolhuis, Peter G.
    [J]. JOURNAL OF CHEMICAL PHYSICS, 2008, 129 (22):
  • [28] A path-sampling scheme for computing thermodynamic properties of a many-body system in a generalized ensemble
    M. Athénes
    [J]. The European Physical Journal B - Condensed Matter and Complex Systems, 2004, 38 : 651 - 663
  • [29] State-dependent sampling bias in insects: implications for monitoring western tarnished plant bugs
    Zink, AG
    Rosenheim, JA
    [J]. ENTOMOLOGIA EXPERIMENTALIS ET APPLICATA, 2004, 113 (02) : 117 - 123
  • [30] State-dependent self-adaptive sampling (SAS) method for vehicle trajectory data
    Siddique, Choudhury
    Ban, Xuegang
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2019, 100 : 224 - 237