FAST APPROXIMATE SIMULATION OF FINITE LONG-RANGE SPIN SYSTEMS

被引:1
|
作者
McVinish, Ross [1 ]
Hodgkinson, Liam [1 ]
机构
[1] Univ Queensland, Sch Math & Phys, Brisbane, Qld, Australia
来源
ANNALS OF APPLIED PROBABILITY | 2021年 / 31卷 / 03期
基金
澳大利亚研究理事会;
关键词
Tau-leaping; simulation; spin system; error analysis; rate of convergence; mean-field models; MULTILEVEL MONTE-CARLO; STOCHASTIC SIMULATION; ERROR ANALYSIS; BEHAVIOR; MODELS; TOPICS;
D O I
10.1214/20-AAP1624
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
Tau leaping is a popular method for performing fast approximate simulation of certain continuous time Markov chain models typically found in chemistry and biochemistry. This method is known to perform well when the transition rates satisfy some form of scaling behaviour. In a similar spirit to tau leaping, we propose a new method for approximate simulation of spin systems which approximates the evolution of spin at each site between sampling epochs as an independent two-state Markov chain. When combined with fast summation methods, our method offers considerable improvement in speed over the standard Doob-Gillespie algorithm. We provide a detailed analysis of the error incurred for both the number of sites incorrectly labelled and for linear functions of the state.
引用
收藏
页码:1443 / 1473
页数:31
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