Glauber Dynamics for the Mean-Field Potts Model

被引:31
|
作者
Cuff, P. [2 ]
Ding, J. [3 ]
Louidor, O. [1 ]
Lubetzky, E. [4 ]
Peres, Y. [4 ]
Sly, A. [5 ]
机构
[1] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
[2] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
[3] Stanford Univ, Dept Math, Stanford, CA 94305 USA
[4] Microsoft Res, Redmond, WA 98052 USA
[5] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
关键词
Mixing time; Metastability; Mean field; Potts model; Curie Weiss; Glauber dynamics; Critical slowdown; Cutoff; Spinodal point; ONE-PHASE REGION; ISING-MODEL; METASTABLE STATES; TRANSITIONS; EQUILIBRIUM; RELAXATION;
D O I
10.1007/s10955-012-0599-2
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We study Glauber dynamics for the mean-field (Curie-Weiss) Potts model with qa parts per thousand yen3 states and show that it undergoes a critical slowdown at an inverse-temperature beta (s) (q) strictly lower than the critical beta (c) (q) for uniqueness of the thermodynamic limit. The dynamical critical beta (s) (q) is the spinodal point marking the onset of metastability. We prove that when beta <beta (s) (q) the mixing time is asymptotically C(beta,q)nlogn and the dynamics exhibits the cutoff phenomena, a sharp transition in mixing, with a window of order n. At beta=beta (s) (q) the dynamics no longer exhibits cutoff and its mixing obeys a power-law of order n (4/3). For beta >beta (s) (q) the mixing time is exponentially large in n. Furthermore, as beta a dagger beta (s) with n, the mixing time interpolates smoothly from subcritical to critical behavior, with the latter reached at a scaling window of O(n (-2/3)) around beta (s) . These results form the first complete analysis of mixing around the critical dynamical temperature-including the critical power law-for a model with a first order phase transition.
引用
收藏
页码:432 / 477
页数:46
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