A piecewise deterministic scaling limit of lifted metropolis.hastings in the curie.weiss model

Citation
Bierkens, Joris et Roberts, Gareth, A piecewise deterministic scaling limit of lifted metropolis.hastings in the curie.weiss model, Annals of applied probability , 27(2), 2017, pp. 846-882
ISSN journal
10505164
Volume
27
Issue
2
Year of publication
2017
Pages
846 - 882
Database
ACNP
SICI code
Abstract
In Turitsyn, Chertkov and Vucelja [Phys. D 240 (2011) 410-414] a nonreversible Markov Chain Monte Carlo (MCMC) method on an augmented state space was introduced, here referred to as Lifted Metropolis-Hastings (LMH). A scaling limit of the magnetization process in the Curie-Weiss model is derived for LMH, as well as for Metropolis.Hastings (MH). The required jump rate in the high (supercritical) temperature regime equals n½ for LMH, which should be compared to n for MH. At the critical temperature, the required jump rate equals n. for LMH and n3/2 for MH, in agreement with experimental results of Turitsyn, Chertkov and Vucelja (2011). The scaling limit of LMH turns out to be a nonreversible piecewise deterministic exponentially ergodic "zig-zag" Markov process.