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A dual frailty model for lifetime analysis in maritime transportation
We consider changes in ownership of commercial shipping vessels from an event history perspective. Each change in ownership can be influenced by the properties of the vessel itself, its age and history to date, the characteristics of both the seller and the buyer, and time-varying market conditions....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6776569/ https://www.ncbi.nlm.nih.gov/pubmed/30783873 http://dx.doi.org/10.1007/s10985-019-09463-3 |
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author | Henderson, Robin Mihaylova, Ralitsa Oman, Paul |
author_facet | Henderson, Robin Mihaylova, Ralitsa Oman, Paul |
author_sort | Henderson, Robin |
collection | PubMed |
description | We consider changes in ownership of commercial shipping vessels from an event history perspective. Each change in ownership can be influenced by the properties of the vessel itself, its age and history to date, the characteristics of both the seller and the buyer, and time-varying market conditions. Similar factors can affect the process of deciding when to scrap the vessel as no longer being economically viable. We consider a multi-state approach in which states are defined by the owning companies, a sale marks a transition, and scrapping of the vessel corresponds to moving to an absorbing state. We propose a dual frailty model that attempts to capture unexplained heterogeneity in the data, with one frailty term for the seller and one for the buyer. We describe a Monte Carlo Markov chain estimation procedure and verify its accuracy through simulations. We investigate the consequences of mistakenly ignoring frailty in these circumstances. We compare results with and without the inclusion of frailty. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10985-019-09463-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6776569 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-67765692019-10-17 A dual frailty model for lifetime analysis in maritime transportation Henderson, Robin Mihaylova, Ralitsa Oman, Paul Lifetime Data Anal Article We consider changes in ownership of commercial shipping vessels from an event history perspective. Each change in ownership can be influenced by the properties of the vessel itself, its age and history to date, the characteristics of both the seller and the buyer, and time-varying market conditions. Similar factors can affect the process of deciding when to scrap the vessel as no longer being economically viable. We consider a multi-state approach in which states are defined by the owning companies, a sale marks a transition, and scrapping of the vessel corresponds to moving to an absorbing state. We propose a dual frailty model that attempts to capture unexplained heterogeneity in the data, with one frailty term for the seller and one for the buyer. We describe a Monte Carlo Markov chain estimation procedure and verify its accuracy through simulations. We investigate the consequences of mistakenly ignoring frailty in these circumstances. We compare results with and without the inclusion of frailty. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10985-019-09463-3) contains supplementary material, which is available to authorized users. Springer US 2019-02-19 2019 /pmc/articles/PMC6776569/ /pubmed/30783873 http://dx.doi.org/10.1007/s10985-019-09463-3 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Henderson, Robin Mihaylova, Ralitsa Oman, Paul A dual frailty model for lifetime analysis in maritime transportation |
title | A dual frailty model for lifetime analysis in maritime transportation |
title_full | A dual frailty model for lifetime analysis in maritime transportation |
title_fullStr | A dual frailty model for lifetime analysis in maritime transportation |
title_full_unstemmed | A dual frailty model for lifetime analysis in maritime transportation |
title_short | A dual frailty model for lifetime analysis in maritime transportation |
title_sort | dual frailty model for lifetime analysis in maritime transportation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6776569/ https://www.ncbi.nlm.nih.gov/pubmed/30783873 http://dx.doi.org/10.1007/s10985-019-09463-3 |
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