An application of clustering analysis to the comparison of mortality rates
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.5/27474 |
Resumo: | Mestrado Bolonha em Actuarial Science |
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An application of clustering analysis to the comparison of mortality ratesMortality rateLife insuranceClusteringMean shiftPrincipal Component AnalysisMestrado Bolonha em Actuarial ScienceThis work provides the study of dissimilarity between mortality rates in 116 countries. Mean Shift Algorithm and Principal Component Analysis processed efficiently to classify countries into clusters, which show the reduction of the rate of mortality in the last twenty years. The result reveals an evident difference in the children and adult groups among researched countries, while it is more difficult to classify the rate for the seniors. Although the mortality rate will gradually reduce through time, there are two distinguishable patterns for developing countries having high rates: in Africa, where the value is higher for children, and in East Asia, where the survival probability for the adult is lower. The main reasons for the high mortality value in researched countries are natural disasters, global pandemics, and low-quality life. We also provided an application of the methodology by estimating the expected value and standard deviation of survival probability in Portugal and Vietnam in the next ten years.Instituto Superior de Economia e GestãoSimões, Onofre AlvesSousa, Ana SofiaRepositório da Universidade de LisboaXuan, Tung Nguyen2023-03-20T13:42:13Z2022-102022-10-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10400.5/27474engXuan, Tung Nguyen (2022). “An application of clustering analysis to the comparison of mortality rates”. Dissertação de Mestrado. Universidade de Lisboa. Instituto Superior de Economia e Gestãoinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-04-02T01:34:12Zoai:www.repository.utl.pt:10400.5/27474Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:48:19.847748Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
An application of clustering analysis to the comparison of mortality rates |
title |
An application of clustering analysis to the comparison of mortality rates |
spellingShingle |
An application of clustering analysis to the comparison of mortality rates Xuan, Tung Nguyen Mortality rate Life insurance Clustering Mean shift Principal Component Analysis |
title_short |
An application of clustering analysis to the comparison of mortality rates |
title_full |
An application of clustering analysis to the comparison of mortality rates |
title_fullStr |
An application of clustering analysis to the comparison of mortality rates |
title_full_unstemmed |
An application of clustering analysis to the comparison of mortality rates |
title_sort |
An application of clustering analysis to the comparison of mortality rates |
author |
Xuan, Tung Nguyen |
author_facet |
Xuan, Tung Nguyen |
author_role |
author |
dc.contributor.none.fl_str_mv |
Simões, Onofre Alves Sousa, Ana Sofia Repositório da Universidade de Lisboa |
dc.contributor.author.fl_str_mv |
Xuan, Tung Nguyen |
dc.subject.por.fl_str_mv |
Mortality rate Life insurance Clustering Mean shift Principal Component Analysis |
topic |
Mortality rate Life insurance Clustering Mean shift Principal Component Analysis |
description |
Mestrado Bolonha em Actuarial Science |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-10 2022-10-01T00:00:00Z 2023-03-20T13:42:13Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.5/27474 |
url |
http://hdl.handle.net/10400.5/27474 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Xuan, Tung Nguyen (2022). “An application of clustering analysis to the comparison of mortality rates”. Dissertação de Mestrado. Universidade de Lisboa. Instituto Superior de Economia e Gestão |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Instituto Superior de Economia e Gestão |
publisher.none.fl_str_mv |
Instituto Superior de Economia e Gestão |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799131565946568704 |