English

Glauber dynamics on the Erd\H{o}s-R\'enyi random graph

Probability 2020-07-24 v4 Mathematical Physics math.MP

Abstract

We investigate the effect of disorder on the Curie-Weiss model with Glauber dynamics. In particular, we study metastability for spin-flip dynamics on the Erd\H{o}s-R\'enyi random graph ERn(p)ER_n(p) with nn vertices and with edge retention probability p(0,1)p \in (0,1). Each vertex carries an Ising spin that can take the values 1-1 or +1+1. Single spins interact with an external magnetic field h(0,)h \in (0,\infty), while pairs of spins at vertices connected by an edge interact with each other with ferromagnetic interaction strength 1/n1/n. Spins flip according to a Metropolis dynamics at inverse temperature β\beta. The standard Curie-Weiss model corresponds to the case p=1p=1, because ERn(1)=KnER_n(1) = K_n is the complete graph on nn vertices. For β>βc\beta>\beta_c and h(0,pχ(βp))h \in (0,p \chi(\beta p)) the system exhibits \emph{metastable behaviour} in the limit as nn\to\infty, where βc=1/p\beta_c=1/p is the \emph{critical inverse temperature} and χ\chi is a certain \emph{threshold function} satisfying limλχ(λ)=1\lim_{\lambda\to\infty} \chi(\lambda) =1 and limλ1χ(λ)=0\lim_{\lambda \downarrow 1} \chi(\lambda)=0. We compute the average crossover time from the \emph{metastable set} (with magnetization corresponding to the `minus-phase') to the \emph{stable set} (with magnetization corresponding to the `plus-phase'). We show that the average crossover time grows exponentially fast with nn, with an exponent that is the same as for the Curie-Weiss model with external magnetic field hh and with ferromagnetic interaction strength p/np/n. We show that the correction term to the exponential asymptotics is a multiplicative error term that is \emph{at most polynomial} in nn. For the complete graph KnK_n the correction term is known to be a multiplicative constant.

Keywords

Cite

@article{arxiv.1912.10591,
  title  = {Glauber dynamics on the Erd\H{o}s-R\'enyi random graph},
  author = {Frank den Hollander and Oliver Jovanovski},
  journal= {arXiv preprint arXiv:1912.10591},
  year   = {2020}
}