Simulating tail asymptotics of a Markov chain

被引:0
|
作者
Khanchi, Aziz [1 ]
Lamothe, Gilles [2 ]
机构
[1] Univ Ottawa, Sch Informat Technol & Engn, Ottawa, ON K1N 6N5, Canada
[2] Univ Ottawa, Dept Math & Stat, Ottawa, ON K1N 6N5, Canada
关键词
Rare event simulation; Time reversed Markov chain; Jackson network; Strongly consistent estimator; STABLE STOCHASTIC SYSTEMS; EXCESSIVE BACKLOGS; LARGE DEVIATIONS; NETWORKS; QUEUES; DECAY;
D O I
10.1016/j.spl.2011.04.006
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper develops a rare event simulation algorithm for a discrete-time Markov chain in the first orthant. The algorithm gives a very good estimate of the stationary distribution along one of the axes and it is shown to be efficient. A key idea is to study an associated time reversed Markov chain that starts at the rare event. We will apply the algorithm to a Markov chain related to a Jackson network with two stations. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:1392 / 1397
页数:6
相关论文
共 50 条
  • [31] Developement of a hidden markov chain model for analyzing and simulating wind speed data
    Department of Construction Engineering, National Taiwan University of Science and Technology, Taipei 10672, Taiwan
    Journal of the CICHE, 2008, 3 (383-393):
  • [32] A Multidimensional Markov Chain Model for Simulating Stochastic Permeability Conditioned by Pressure Measures
    Zein, S.
    Rath, V.
    Clauser, C.
    INTERNATIONAL JOURNAL OF MULTIPHYSICS, 2010, 4 (04) : 359 - 373
  • [33] Light-Tailed Asymptotics of Stationary Tail Probability Vectors of Markov Chains of M/G/1 Type
    Kimura, Tatsuaki
    Daikoku, Kentaro
    Masuyama, Hiroyuki
    Takahashi, Yutaka
    STOCHASTIC MODELS, 2010, 26 (04) : 505 - 548
  • [34] Tail asymptotics for discrete event systems
    Lelarge, Marc
    DISCRETE EVENT DYNAMIC SYSTEMS-THEORY AND APPLICATIONS, 2008, 18 (04): : 563 - 584
  • [35] Tail asymptotics of the supremum of a regenerative process
    Palmowski, Zbigniew
    Zwart, Bert
    JOURNAL OF APPLIED PROBABILITY, 2007, 44 (02) : 349 - 365
  • [36] Tail Asymptotics for Discrete Event Systems
    Marc Lelarge
    Discrete Event Dynamic Systems, 2008, 18 : 563 - 584
  • [37] A gamma tail statistic and its asymptotics
    Iwashita, Toshiya
    Klar, Bernhard
    STATISTICA NEERLANDICA, 2024, 78 (02) : 264 - 280
  • [38] TAIL ASYMPTOTICS OF THE M/G/∞ MODEL
    Mandjes, M.
    Zuraniewski, P.
    STOCHASTIC MODELS, 2011, 27 (01) : 77 - 93
  • [39] A note on logarithmic tail asymptotics and mixing
    Gantert, N
    STATISTICS & PROBABILITY LETTERS, 2000, 49 (02) : 113 - 118
  • [40] Tail asymptotics for the bivariate skew normal
    Fung, Thomas
    Seneta, Eugene
    JOURNAL OF MULTIVARIATE ANALYSIS, 2016, 144 : 129 - 138