Analysis of a nonreversible Markov chain sampler

Citation
Diaconis, Persi et al., Analysis of a nonreversible Markov chain sampler, Annals of applied probability , 10(3), 2000, pp. 726-752
ISSN journal
10505164
Volume
10
Issue
3
Year of publication
2000
Pages
726 - 752
Database
ACNP
SICI code
Abstract
We analyze the convergence to stationarity of a simple nonreversible Markov chain that serves as a model for several nonreversible Markov chain sampling methods that are used in practice. Our theoretical and numerical results show that nonreversibility can indeed lead to improvements over the diffusive behavior of simple Markov chain sampling schemes. The analysis uses both probabilistic techniques and an explicit diagonalization.