Censored glauber dynamics for the mean field ising model

Jian Ding, Eyal Lubetzky, Yuval Peres

Research output: Contribution to journalArticle

Abstract

We study Glauber dynamics for the Ising model on the complete graph on n vertices, known as the Curie-Weiss Model. It is well known that at high temperature (β<1) the mixing time is Θ(nlog n), whereas at low temperature (β>1) it is exp (Θ(n)). Recently, Levin, Luczak and Peres considered a censored version of this dynamics, which is restricted to non-negative magnetization. They proved that for fixed β>1, the mixing-time of this model is Θ(nlog n), analogous to the high-temperature regime of the original dynamics. Furthermore, they showed cutoff for the original dynamics for fixed β<1. The question whether the censored dynamics also exhibits cutoff remained unsettled. In a companion paper, we extended the results of Levin et al. into a complete characterization of the mixing-time for the Curie-Weiss model. Namely, we found a scaling window of order 1/√ around the critical temperature βc=1, beyond which there is cutoff at high temperature. However, determining the behavior of the censored dynamics outside this critical window seemed significantly more challenging. In this work we answer the above question in the affirmative, and establish the cutoff point and its window for the censored dynamics beyond the critical window, thus completing its analogy to the original dynamics at high temperature. Namely, if β=1+δ for some δ>0 with δ2n→∞, then the mixing-time has order (n/δ)log (δ2n). The cutoff constant is (1/2+[2(ζ2β/δ-1)]-1), where ζ is the unique positive root of g(x)=tanh (βx)-x, and the cutoff window has order n/δ.

Original languageEnglish (US)
Pages (from-to)407-458
Number of pages52
JournalJournal of Statistical Physics
Volume137
Issue number3
DOIs
StatePublished - Nov 2009

Fingerprint

Glauber Dynamics
Mean-field Model
Ising model
Ising Model
Mixing Time
cut-off
Magnetization
Complete Graph
Non-negative
Roots
apexes
Model
magnetization

Keywords

  • Censored dynamics
  • Curie-Weiss model
  • Glauber dynamics for Ising model
  • Mixing time

ASJC Scopus subject areas

  • Mathematical Physics
  • Statistical and Nonlinear Physics

Cite this

Censored glauber dynamics for the mean field ising model. / Ding, Jian; Lubetzky, Eyal; Peres, Yuval.

In: Journal of Statistical Physics, Vol. 137, No. 3, 11.2009, p. 407-458.

Research output: Contribution to journalArticle

Ding, Jian ; Lubetzky, Eyal ; Peres, Yuval. / Censored glauber dynamics for the mean field ising model. In: Journal of Statistical Physics. 2009 ; Vol. 137, No. 3. pp. 407-458.
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