The perturbation bound for the Perron vector of a transition probability tensor

被引:26
作者
Li, Wen [1 ]
Cui, Lu-Bin [1 ]
Ng, Michael K. [2 ]
机构
[1] S China Normal Univ, Sch Math, Guangzhou 510631, Guangdong, Peoples R China
[2] Hong Kong Baptist Univ, Dept Math, Hong Kong, Hong Kong, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
peturbation bound; perron vector; transition probability tensor; STATIONARY DISTRIBUTION; EIGENVALUES;
D O I
10.1002/nla.1886
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we study the perturbation bound for the Perron vector of an mth-order n-dimensional transition probability tensor P = (pi(1), i(2), ... , i(m)) with pi(1), i(2), ... , i(m) >= 0 and Sigma(n)(i1=1) pi(1), i(2), ... , i(m) = 1. The Perron vector x associated to the largest Z-eigenvalue 1 of P, satisfies Px(m-1) = x where the entries x(i) of x are non-negative and Sigma(n)(i=1) x(i) = 1. The main contribution of this paper is to show that when P is perturbed to an another transition probability tensor (P) over tilde by Delta P, the 1-norm error between x and (x) over tilde is bounded by m, Delta P, and the computable quantity related to the uniqueness condition for the Perron vector (x) over tilde of (P) over tilde. Based on our analysis, we can derive a new perturbation bound for the Perron vector of a transition probability matrix which refers to the case of m = 2. Numerical examples are presented to illustrate the theoretical results of our perturbation analysis. Copyright (C) 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:985 / 1000
页数:16
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