期刊文献+

Spectral Gap and Convergence Rate for Discrete-time Markov Chains 被引量:3

Spectral Gap and Convergence Rate for Discrete-time Markov Chains
原文传递
导出
摘要 Abstract Let P be a transition matrix which is symmetric with respect to a measure π. The spectral gap of P in L2(π)-space, denoted by gap(P), is defined as the distance between 1 and the rest of the spectrum of P. In this paper, we study the relationship between gap(P) and the convergence rate of P^n. When P is transient, the convergence rate of pn is equal to 1 - gap(P). When P is ergodic, we give the explicit upper and lower bounds for the convergence rate of pn in terms of gap(P). These results are extended to L^∞ (π)-space. Abstract Let P be a transition matrix which is symmetric with respect to a measure π. The spectral gap of P in L2(π)-space, denoted by gap(P), is defined as the distance between 1 and the rest of the spectrum of P. In this paper, we study the relationship between gap(P) and the convergence rate of P^n. When P is transient, the convergence rate of pn is equal to 1 - gap(P). When P is ergodic, we give the explicit upper and lower bounds for the convergence rate of pn in terms of gap(P). These results are extended to L^∞ (π)-space.
出处 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2013年第10期1949-1962,共14页 数学学报(英文版)
基金 Supported in part by 985 Project,973 Project(Grant No.2011CB808000) National Natural Science Foundation of China(Grant No.11131003) Specialized Research Fund for the Doctoral Program of Higher Education(Grant No.20100003110005) the Fundamental Research Funds for the Central Universities
关键词 Spectral gap convergence rate geometric ergodicity TRANSIENCE strong ergodicity uni-form decay Spectral gap, convergence rate, geometric ergodicity, transience, strong ergodicity, uni-form decay
  • 相关文献

参考文献1

二级参考文献3

共引文献2

同被引文献4

引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部