Equivalence of exponential ergodicity and L2-exponential convergence for Markov chains

被引:26
作者
Chen, MF [1 ]
机构
[1] Beijing Normal Univ, Dept Math, Beijing 100875, Peoples R China
基金
中国国家自然科学基金;
关键词
exponential ergodicity; spectral gap; quadratic form; Markov chains;
D O I
10.1016/S0304-4149(99)00114-3
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 studies the equivalence of exponential ergodicity and L-2-exponential convergence mainly for continuous-time Markov chains. In the reversible case, we show that the known criteria for exponential ergodicity are also criteria for L-2-exponential convergence. Until now, no criterion for L-2-exponential convergence has appeared in the literature. Some estimates for the rate of convergence of exponentially ergodic Markov chains are presented. These estimates are practical once the stationary distribution is known. Finally, the reversible part of the main result is extended to the Markov processes with general state space. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:281 / 297
页数:17
相关论文
共 16 条
[1]  
ANDERSON W. J., 1991, CONTINUOUS TIME MARK
[2]  
[Anonymous], 1992, Stochastic Stability of Markov chains
[3]  
Chen M F, 1992, MARKOV CHAINS NONEQU
[4]   Analytic proof of dual variational formula for the first eigenvalue in dimension one [J].
Chen, MF .
SCIENCE IN CHINA SERIES A-MATHEMATICS PHYSICS ASTRONOMY, 1999, 42 (08) :805-815
[5]  
Chen MF, 1998, ACTA MATH SIN, V14, P9
[6]  
Chen MF, 1997, CHINESE SCI BULL, V42, P1497
[7]   Coupling, spectral gap and related topics .2. [J].
Chen, MF .
CHINESE SCIENCE BULLETIN, 1997, 42 (17) :1409-1416
[8]   Coupling, spectral gap and related topics (I) [J].
Chen, MF .
CHINESE SCIENCE BULLETIN, 1997, 42 (16) :1321-1327
[9]   Cheeger's inequalities for general symmetric forms and existence criteria for spectral gap [J].
Chen, MF ;
Wang, FY .
CHINESE SCIENCE BULLETIN, 1998, 43 (18) :1516-1518
[10]  
Chen Mufa, 1996, Acta Mathematica Sinica. New Series, V12, P337