Tight bounds for mixing of the Swendsen-Wang algorithm at the Potts transition point

被引:36
作者
Borgs, Christian [3 ]
Chayes, Jennifer T. [3 ]
Tetali, Prasad [1 ,2 ]
机构
[1] Georgia Tech, Sch Math, Atlanta, GA 30332 USA
[2] Georgia Tech, Sch Comp Sci, Atlanta, GA 30332 USA
[3] Microsoft Res, Cambridge, MA 02124 USA
关键词
Pirogov-Sinai theory; Contour representation; Heat bath; Partition width; PHASE-DIAGRAMS; DYNAMICS; SYSTEMS; MODEL;
D O I
10.1007/s00440-010-0329-0
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We study two widely used algorithms for the Potts model on rectangular subsets of the hypercubic lattice Z(d)-heat bath dynamics and the Swendsen-Wang algorithm-and prove that, under certain circumstances, the mixing in these algorithms is torpid or slow. In particular, we show that for heat bath dynamics throughout the region of phase coexistence, and for the Swendsen-Wang algorithm at the transition point, the mixing time in a box of side length L with periodic boundary conditions has upper and lower bounds which are exponential in Ld-1. This work provides the first upper bound of this form for the Swendsen-Wang algorithm, and gives lower bounds for both algorithms which significantly improve the previous lower bounds that were exponential in L/(log L)(2).
引用
收藏
页码:509 / 557
页数:49
相关论文
共 33 条
[1]   DISCONTINUITY OF THE MAGNETIZATION IN ONE-DIMENSIONAL 1/[X-Y]2 ISING AND POTTS MODELS [J].
AIZENMAN, M ;
CHAYES, JT ;
CHAYES, L ;
NEWMAN, CM .
JOURNAL OF STATISTICAL PHYSICS, 1988, 50 (1-2) :1-40
[2]  
Alexandrov PS., 1998, Combinatorial topology
[3]  
[Anonymous], REVERSIBLE MAR UNPUB
[4]   On the mixing time of a simple random walk on the super critical percolation cluster [J].
Benjamini, I ;
Mossel, E .
PROBABILITY THEORY AND RELATED FIELDS, 2003, 125 (03) :408-420
[5]   Glauber dynamics on trees and hyperbolic graphs [J].
Berger, N ;
Kenyon, C ;
Mossel, E ;
Peres, Y .
PROBABILITY THEORY AND RELATED FIELDS, 2005, 131 (03) :311-340
[6]  
Bernard P., 1999, Lectures on probability theory and statistics, V1717, P93
[7]   EDGE-ISOPERIMETRIC INEQUALITIES IN THE GRID [J].
BOLLOBAS, B ;
LEADER, I .
COMBINATORICA, 1991, 11 (04) :299-314
[8]   A RIGOROUS THEORY OF FINITE-SIZE SCALING AT 1ST-ORDER PHASE-TRANSITIONS [J].
BORGS, C ;
KOTECKY, R .
JOURNAL OF STATISTICAL PHYSICS, 1990, 61 (1-2) :79-119
[9]  
Borgs C., 1999, 40th Annual Symposium on Foundations of Computer Science (Cat. No.99CB37039), P218, DOI 10.1109/SFFCS.1999.814594
[10]   A UNIFIED APPROACH TO PHASE-DIAGRAMS IN FIELD-THEORY AND STATISTICAL-MECHANICS [J].
BORGS, C ;
IMBRIE, JZ .
COMMUNICATIONS IN MATHEMATICAL PHYSICS, 1989, 123 (02) :305-328