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Extreme Value Theory in Application to Delivery Delays
This paper uses the Extreme Value Theory (EVT) to model the rare events that appear as delivery delays in road transport. Transport delivery delays occur stochastically. Therefore, modeling such events should be done using appropriate tools due to the economic consequences of these extreme events. A...
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/PMC8304894/ https://www.ncbi.nlm.nih.gov/pubmed/34206409 http://dx.doi.org/10.3390/e23070788 |
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author | Fałdziński, Marcin Osińska, Magdalena Zalewski, Wojciech |
author_facet | Fałdziński, Marcin Osińska, Magdalena Zalewski, Wojciech |
author_sort | Fałdziński, Marcin |
collection | PubMed |
description | This paper uses the Extreme Value Theory (EVT) to model the rare events that appear as delivery delays in road transport. Transport delivery delays occur stochastically. Therefore, modeling such events should be done using appropriate tools due to the economic consequences of these extreme events. Additionally, we provide the estimates of the extremal index and the return level with the confidence interval to describe the clustering behavior of rare events in deliveries. The Generalized Extreme Value Distribution (GEV) parameters are estimated using the maximum likelihood method and the penalized maximum likelihood method for better small-sample properties. The findings demonstrate the advantages of EVT-based prediction and its readiness for application. |
format | Online Article Text |
id | pubmed-8304894 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83048942021-07-25 Extreme Value Theory in Application to Delivery Delays Fałdziński, Marcin Osińska, Magdalena Zalewski, Wojciech Entropy (Basel) Article This paper uses the Extreme Value Theory (EVT) to model the rare events that appear as delivery delays in road transport. Transport delivery delays occur stochastically. Therefore, modeling such events should be done using appropriate tools due to the economic consequences of these extreme events. Additionally, we provide the estimates of the extremal index and the return level with the confidence interval to describe the clustering behavior of rare events in deliveries. The Generalized Extreme Value Distribution (GEV) parameters are estimated using the maximum likelihood method and the penalized maximum likelihood method for better small-sample properties. The findings demonstrate the advantages of EVT-based prediction and its readiness for application. MDPI 2021-06-22 /pmc/articles/PMC8304894/ /pubmed/34206409 http://dx.doi.org/10.3390/e23070788 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 Fałdziński, Marcin Osińska, Magdalena Zalewski, Wojciech Extreme Value Theory in Application to Delivery Delays |
title | Extreme Value Theory in Application to Delivery Delays |
title_full | Extreme Value Theory in Application to Delivery Delays |
title_fullStr | Extreme Value Theory in Application to Delivery Delays |
title_full_unstemmed | Extreme Value Theory in Application to Delivery Delays |
title_short | Extreme Value Theory in Application to Delivery Delays |
title_sort | extreme value theory in application to delivery delays |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304894/ https://www.ncbi.nlm.nih.gov/pubmed/34206409 http://dx.doi.org/10.3390/e23070788 |
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