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Limit theorems for filtered long-range dependent random fields

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posted on 2025-03-31, 03:49 authored by Tareq AlodatTareq Alodat, Nikolai Leonenko, Andriy OlenkoAndriy Olenko
This article investigates general scaling settings and limit distributions of functionals of filtered random fields. The filters are defined by the convolution of non-random kernels with functions of Gaussian random fields. The case of long-range dependent fields and increasing observation windows is studied. The obtained limit random processes are non-Gaussian. Most known results on this topic give asymptotic processes that always exhibit non-negative auto-correlation structures and have the self-similar parameter (Formula presented.). In this work, we also obtain convergence for the case (Formula presented.) and show how the Hurst parameter H can depend on the shape of the observation windows. Various examples are presented.

Funding

This research was partially supported under the Australian Research Council Discovery Projects [DP160101366].

History

Publication Date

2020-11-01

Journal

Stochastics

Volume

92

Issue

8

Pagination

22p. (p. 1175-1196)

Publisher

Taylor & Francis

ISSN

1744-2508

Rights Statement

© 2019 Informa UK Limited, trading as Taylor & Francis Group This is an Accepted Manuscript version of the following article, accepted for publication in Stochastics. Alodat, T., Leonenko, N., & Olenko, A. (2019). Limit theorems for filtered long-range dependent random fields. Stochastics, 92(8), 1175–1196. https://doi.org/10.1080/17442508.2019.1691211. It is deposited under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way.

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