On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle

By using a sup-norm, sufficient conditions for the convergence of multivariate extremes and the potential limit types were fully identified by Barakat et al. (2020a). In this paper, we prove an intriguing result that by using the sup-norm, the weak convergence of multivariate extremes to the Fréchet...

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Main Authors: Mahmoud H. Harpy, Haroon M. Barakat
Format: Article
Language:English
Published: University of Bologna 2024-12-01
Series:Statistica
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Online Access:https://rivista-statistica.unibo.it/article/view/17805
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author Mahmoud H. Harpy
Haroon M. Barakat
author_facet Mahmoud H. Harpy
Haroon M. Barakat
author_sort Mahmoud H. Harpy
collection DOAJ
description By using a sup-norm, sufficient conditions for the convergence of multivariate extremes and the potential limit types were fully identified by Barakat et al. (2020a). In this paper, we prove an intriguing result that by using the sup-norm, the weak convergence of multivariate extremes to the Fréchet type implies the convergence of those multivariate extremes in an arbitrary D-normto the same type-limit by using the same normalizing constants. As a result of this finding, the weak convergence to the Fréchet type takes place by employing any logistic norm. Moreover, the two other possible limit types (max-Weibull and Gumbel types) are discussed. Similar findings are also demonstrated for multivariate record values. Finally, we demonstrate in a real-world scenario how to model multivariate extreme data sets utilizing the R-ordering principle and different norms.
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spelling doaj-art-9cacc7593f7246e1a2f96b0d8ecc7a2b2025-01-09T08:39:05ZengUniversity of BolognaStatistica0390-590X1973-22012024-12-0183216517910.6092/issn.1973-2201/1780516164On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principleMahmoud H. Harpy0Haroon M. Barakat1Prince Sattam Bin Abdulaziz University, Saudi ArabiaZagazig University, EgyptBy using a sup-norm, sufficient conditions for the convergence of multivariate extremes and the potential limit types were fully identified by Barakat et al. (2020a). In this paper, we prove an intriguing result that by using the sup-norm, the weak convergence of multivariate extremes to the Fréchet type implies the convergence of those multivariate extremes in an arbitrary D-normto the same type-limit by using the same normalizing constants. As a result of this finding, the weak convergence to the Fréchet type takes place by employing any logistic norm. Moreover, the two other possible limit types (max-Weibull and Gumbel types) are discussed. Similar findings are also demonstrated for multivariate record values. Finally, we demonstrate in a real-world scenario how to model multivariate extreme data sets utilizing the R-ordering principle and different norms.https://rivista-statistica.unibo.it/article/view/17805weak convergence multivariate extremesreduced ordering principlesup-norm logistic-normd-norm
spellingShingle Mahmoud H. Harpy
Haroon M. Barakat
On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
Statistica
weak convergence
multivariate extremes
reduced ordering principle
sup-norm
logistic-norm
d-norm
title On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
title_full On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
title_fullStr On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
title_full_unstemmed On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
title_short On the Asymptotic Behavior of the Maximum and Record Values of Multivariate Data Using the R-ordering principle
title_sort on the asymptotic behavior of the maximum and record values of multivariate data using the r ordering principle
topic weak convergence
multivariate extremes
reduced ordering principle
sup-norm
logistic-norm
d-norm
url https://rivista-statistica.unibo.it/article/view/17805
work_keys_str_mv AT mahmoudhharpy ontheasymptoticbehaviorofthemaximumandrecordvaluesofmultivariatedatausingtherorderingprinciple
AT haroonmbarakat ontheasymptoticbehaviorofthemaximumandrecordvaluesofmultivariatedatausingtherorderingprinciple