Mean and variance of vacancy for hard-core disc processes and applications

被引:11
作者
Bondesson, L [1 ]
Fahltén, J [1 ]
机构
[1] Umea Univ, Dept Math Stat, SE-90187 Umea, Sweden
关键词
coverage; disc process; estimation; hard-core distance; inhibition; Lambert's W-function; MCMC; poisson process; stochastic geometry; Strauss process; vacancy;
D O I
10.1111/1467-9469.00365
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
Hard-core Strauss disc processes with inhibition distance r and disc radius R are considered. The points in the Strauss point process are thought of as trees and the discs as crowns. Formulas for the mean and the variance of the vacancy (non-covered area) are derived. This is done both for the case of a fixed number of points and for the case of a random number of points. For tractability, the region is assumed to be a torus or, in one dimension, a circle in which case the discs are segments. In the one-dimensional case, the formulas are exact for all r. This case, although less important in practice than the two-dimensional case, has provided a lot of inspiration. In the two-dimensional case, the formulas are only approximate but rather accurate for r < R. Markov Chain Monte Carlo simulations confirm that they work well. For R less than or equal to r < 2R, no formulas are presented. A forestry estimation problem, which has motivated the research, is briefly considered as well as another application in spatial statistics.
引用
收藏
页码:797 / 816
页数:20
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