Central limit theorems for the excursion set volumes of weakly dependent random fields

被引:39
作者
Bulinski, Alexander [1 ]
Spodarev, Evgeny [2 ]
Timmermann, Florian [2 ]
机构
[1] Moscow MV Lomonosov State Univ, Dept Math & Mech, Moscow 119991, Russia
[2] Univ Ulm, Inst Stochast, D-89069 Ulm, Germany
关键词
central limit theorem; dependence conditions; excursion sets; random fields; FUNCTIONALS; VARIABLES; LEVEL;
D O I
10.3150/10-BEJ339
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
The multivariate central limit theorems (CLT) for the volumes of excursion sets of stationary quasi-associated random fields on R-d are proved. Special attention is paid to Gaussian and shot noise fields. Formulae for the covariance matrix of the limiting distribution are provided. A statistical version of the CLT is considered as well. Some numerical results are also discussed.
引用
收藏
页码:100 / 118
页数:19
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