Cargando…

Ordinal Pattern Dependence in the Context of Long-Range Dependence

Ordinal pattern dependence is a multivariate dependence measure based on the co-movement of two time series. In strong connection to ordinal time series analysis, the ordinal information is taken into account to derive robust results on the dependence between the two processes. This article deals wi...

Descripción completa

Detalles Bibliográficos
Autores principales: Nüßgen, Ines, Schnurr, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8230352/
https://www.ncbi.nlm.nih.gov/pubmed/34073336
http://dx.doi.org/10.3390/e23060670
_version_ 1783713188647272448
author Nüßgen, Ines
Schnurr, Alexander
author_facet Nüßgen, Ines
Schnurr, Alexander
author_sort Nüßgen, Ines
collection PubMed
description Ordinal pattern dependence is a multivariate dependence measure based on the co-movement of two time series. In strong connection to ordinal time series analysis, the ordinal information is taken into account to derive robust results on the dependence between the two processes. This article deals with ordinal pattern dependence for a long-range dependent time series including mixed cases of short- and long-range dependence. We investigate the limit distributions for estimators of ordinal pattern dependence. In doing so, we point out the differences that arise for the underlying time series having different dependence structures. Depending on these assumptions, central and non-central limit theorems are proven. The limit distributions for the latter ones can be included in the class of multivariate Rosenblatt processes. Finally, a simulation study is provided to illustrate our theoretical findings.
format Online
Article
Text
id pubmed-8230352
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-82303522021-06-26 Ordinal Pattern Dependence in the Context of Long-Range Dependence Nüßgen, Ines Schnurr, Alexander Entropy (Basel) Article Ordinal pattern dependence is a multivariate dependence measure based on the co-movement of two time series. In strong connection to ordinal time series analysis, the ordinal information is taken into account to derive robust results on the dependence between the two processes. This article deals with ordinal pattern dependence for a long-range dependent time series including mixed cases of short- and long-range dependence. We investigate the limit distributions for estimators of ordinal pattern dependence. In doing so, we point out the differences that arise for the underlying time series having different dependence structures. Depending on these assumptions, central and non-central limit theorems are proven. The limit distributions for the latter ones can be included in the class of multivariate Rosenblatt processes. Finally, a simulation study is provided to illustrate our theoretical findings. MDPI 2021-05-26 /pmc/articles/PMC8230352/ /pubmed/34073336 http://dx.doi.org/10.3390/e23060670 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Nüßgen, Ines
Schnurr, Alexander
Ordinal Pattern Dependence in the Context of Long-Range Dependence
title Ordinal Pattern Dependence in the Context of Long-Range Dependence
title_full Ordinal Pattern Dependence in the Context of Long-Range Dependence
title_fullStr Ordinal Pattern Dependence in the Context of Long-Range Dependence
title_full_unstemmed Ordinal Pattern Dependence in the Context of Long-Range Dependence
title_short Ordinal Pattern Dependence in the Context of Long-Range Dependence
title_sort ordinal pattern dependence in the context of long-range dependence
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8230352/
https://www.ncbi.nlm.nih.gov/pubmed/34073336
http://dx.doi.org/10.3390/e23060670
work_keys_str_mv AT nußgenines ordinalpatterndependenceinthecontextoflongrangedependence
AT schnurralexander ordinalpatterndependenceinthecontextoflongrangedependence