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Reduction principle for functionals of strong-weak dependent vector random fields

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posted on 2025-05-29, 07:58 authored by Andriy OlenkoAndriy Olenko, Dareen OmariDareen Omari
We prove the reduction principle for asymptotics of functionals of vector random fields with weakly and strongly dependent components. These functionals can be used to construct new classes of random fields with skewed and heavy-tailed distributions. Contrary to the case of scalar long-range dependent random fields, it is shown that the asymptotic behaviour of such functionals is not necessarily determined by the terms at their Hermite rank. The results are illustrated by an application to the first Minkowski functional of the Student random fields. Some simulation studies based on the theoretical findings are also presented.

Funding

Andriy Olenko was partially supported under the Australian Research Council's Discovery Projects funding scheme (project DP160101366).

DP160101366

History

Publication Date

2020-10-01

Journal

Brazilian Journal of Probability and Statistics

Volume

34

Issue

4

Pagination

24p. (p. 885-908)

Publisher

Brazilian Statistical Association

ISSN

0103-0752

Rights Statement

© 2020 Brazilian Statistical Association

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