Reduction of Markov chains with two-time-scale state transitions

被引:9
作者
Jia, Chen [1 ]
机构
[1] Peking Univ, Sch Math Sci, Beijing 100871, Peoples R China
关键词
time scale; limit behaviour; asymptotic behaviour; approximation; singularly perturbed Markov chains; TRANSIENT ANALYSIS; LARGE DEVIATIONS; AGGREGATION; SYSTEMS; MODEL;
D O I
10.1080/17442508.2015.1036433
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we consider a general class of two-time-scale Markov chains whose transition rate matrix depends on a parameter lambda > 0. We assume that some transition rates of the Markov chain will tend to infinity as lambda -> infinity. We divide the state space of the Markov chain X into a fast state space and a slow state space and define a reduced chain Y on the slow state space. Our main result is that the distribution of the original chain X will converge in total variation distance to that of the reduced chain Y uniformly in time t as lambda -> infinity.
引用
收藏
页码:73 / 105
页数:33
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