Variance bounding Markov chains

Citation
O. Roberts, Gareth et S. Rosenthal, Jeffrey, Variance bounding Markov chains, Annals of applied probability , 18(3), 2008, pp. 1201-1214
ISSN journal
10505164
Volume
18
Issue
3
Year of publication
2008
Pages
1201 - 1214
Database
ACNP
SICI code
Abstract
We introduce a new property of Markov chains, called variance bounding. We prove that, for reversible chains at least, variance bounding is weaker than, but closely related to, geometric ergodicity. Furthermore, variance bounding is equivalent to the existence of usual central limit theorems for all L2 functionals. Also, variance bounding (unlike geometric ergodicity) is preserved under the Peskun order. We close with some applications to Metropolis.Hastings algorithms.