Perfect simulation of the hard disks model by partial rejection sampling

被引:5
作者
Guo, Heng [1 ]
Jerrum, Mark [2 ]
机构
[1] Univ Edinburgh, Sch Informat, Informat Forum, Edinburgh EH8 9AB, Midlothian, Scotland
[2] Queen Mary Univ London, Sch Math Sci, Mile End Rd, London E1 4NS, England
来源
ANNALES DE L INSTITUT HENRI POINCARE D | 2021年 / 8卷 / 02期
基金
英国工程与自然科学研究理事会;
关键词
Hard disks model; exact sampling; rejection sampling; SPHERE PACKING PROBLEM;
D O I
10.4171/AIHPD/99
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We present a perfect simulation of the hard disks model via the partial rejection sampling method. Provided the density of disks is not too high, the method produces exact samples in O(log n) rounds, and total time O(n), where n is the expected number of disks. The method extends easily to the hard spheres model in d > 2 dimensions. In order to apply the partial rejection method to this continuous setting, we provide an alternative perspective of its correctness and run-time analysis that is valid for general state spaces.
引用
收藏
页码:159 / 177
页数:19
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