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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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 |
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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 |