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
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