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Multi-population mortality modeling with Lévy processes
This paper constructs a theoretical framework for multi-population mortality modeling via generalized linear models and Lévy stochastic perturbations driven by a common Brownian motion and idiosyncratic factors to capture the mortality shocks. By having Lévy stochastic perturbations, our model admit...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225121/ http://dx.doi.org/10.1007/s10203-023-00400-6 |
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author | Jevtić, Petar Qin, Chengwei Zhou, Hongjuan |
author_facet | Jevtić, Petar Qin, Chengwei Zhou, Hongjuan |
author_sort | Jevtić, Petar |
collection | PubMed |
description | This paper constructs a theoretical framework for multi-population mortality modeling via generalized linear models and Lévy stochastic perturbations driven by a common Brownian motion and idiosyncratic factors to capture the mortality shocks. By having Lévy stochastic perturbations, our model admits various jump types, which is increasingly important for capturing mortality shocks such as pandemics, particularly when they affect various populations differently. At the same time, the proposed model allows a novel dependence structure of multiple populations, which is essential when it comes to the development of multi-population or joint-life products in the context of mortality shocks. In our empirical investigations, the mortality experiences of male and female lives in the UK and Japan are used. Compared with pure Poisson-generalized linear models, the proposed multi-population model shows superiority in predicting future mortality rates. |
format | Online Article Text |
id | pubmed-10225121 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-102251212023-05-30 Multi-population mortality modeling with Lévy processes Jevtić, Petar Qin, Chengwei Zhou, Hongjuan Decisions Econ Finan Article This paper constructs a theoretical framework for multi-population mortality modeling via generalized linear models and Lévy stochastic perturbations driven by a common Brownian motion and idiosyncratic factors to capture the mortality shocks. By having Lévy stochastic perturbations, our model admits various jump types, which is increasingly important for capturing mortality shocks such as pandemics, particularly when they affect various populations differently. At the same time, the proposed model allows a novel dependence structure of multiple populations, which is essential when it comes to the development of multi-population or joint-life products in the context of mortality shocks. In our empirical investigations, the mortality experiences of male and female lives in the UK and Japan are used. Compared with pure Poisson-generalized linear models, the proposed multi-population model shows superiority in predicting future mortality rates. Springer International Publishing 2023-05-28 /pmc/articles/PMC10225121/ http://dx.doi.org/10.1007/s10203-023-00400-6 Text en © The Author(s), under exclusive licence to Associazione per la Matematica Applicata alle Scienze Economiche e Sociali (AMASES) 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Jevtić, Petar Qin, Chengwei Zhou, Hongjuan Multi-population mortality modeling with Lévy processes |
title | Multi-population mortality modeling with Lévy processes |
title_full | Multi-population mortality modeling with Lévy processes |
title_fullStr | Multi-population mortality modeling with Lévy processes |
title_full_unstemmed | Multi-population mortality modeling with Lévy processes |
title_short | Multi-population mortality modeling with Lévy processes |
title_sort | multi-population mortality modeling with lévy processes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225121/ http://dx.doi.org/10.1007/s10203-023-00400-6 |
work_keys_str_mv | AT jevticpetar multipopulationmortalitymodelingwithlevyprocesses AT qinchengwei multipopulationmortalitymodelingwithlevyprocesses AT zhouhongjuan multipopulationmortalitymodelingwithlevyprocesses |