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Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines
A bivariate extreme-value copula is characterized by its Pickands dependence function, i.e., a convex function defined on the unit interval satisfying boundary conditions. This paper investigates the large-sample behavior of a nonparametric estimator of this function due to Cormier et al. (Extremes...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9898389/ https://www.ncbi.nlm.nih.gov/pubmed/36751468 http://dx.doi.org/10.1007/s10687-022-00451-9 |
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author | Bücher, Axel Genest, Christian Lockhart, Richard A. Nešlehová, Johanna G. |
author_facet | Bücher, Axel Genest, Christian Lockhart, Richard A. Nešlehová, Johanna G. |
author_sort | Bücher, Axel |
collection | PubMed |
description | A bivariate extreme-value copula is characterized by its Pickands dependence function, i.e., a convex function defined on the unit interval satisfying boundary conditions. This paper investigates the large-sample behavior of a nonparametric estimator of this function due to Cormier et al. (Extremes 17:633–659, 2014). These authors showed how to construct this estimator through constrained quadratic median B-spline smoothing of pairs of pseudo-observations derived from a random sample. Their estimator is shown here to exist whatever the order [Formula: see text] of the B-spline basis, and its consistency is established under minimal conditions. The large-sample distribution of this estimator is also determined under the additional assumption that the underlying Pickands dependence function is a B-spline of given order with a known set of knots. |
format | Online Article Text |
id | pubmed-9898389 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-98983892023-02-05 Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines Bücher, Axel Genest, Christian Lockhart, Richard A. Nešlehová, Johanna G. Extremes (Boston) Article A bivariate extreme-value copula is characterized by its Pickands dependence function, i.e., a convex function defined on the unit interval satisfying boundary conditions. This paper investigates the large-sample behavior of a nonparametric estimator of this function due to Cormier et al. (Extremes 17:633–659, 2014). These authors showed how to construct this estimator through constrained quadratic median B-spline smoothing of pairs of pseudo-observations derived from a random sample. Their estimator is shown here to exist whatever the order [Formula: see text] of the B-spline basis, and its consistency is established under minimal conditions. The large-sample distribution of this estimator is also determined under the additional assumption that the underlying Pickands dependence function is a B-spline of given order with a known set of knots. Springer US 2022-11-09 2023 /pmc/articles/PMC9898389/ /pubmed/36751468 http://dx.doi.org/10.1007/s10687-022-00451-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Bücher, Axel Genest, Christian Lockhart, Richard A. Nešlehová, Johanna G. Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title | Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title_full | Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title_fullStr | Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title_full_unstemmed | Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title_short | Asymptotic behavior of an intrinsic rank-based estimator of the Pickands dependence function constructed from B-splines |
title_sort | asymptotic behavior of an intrinsic rank-based estimator of the pickands dependence function constructed from b-splines |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9898389/ https://www.ncbi.nlm.nih.gov/pubmed/36751468 http://dx.doi.org/10.1007/s10687-022-00451-9 |
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