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An application of clustering analysis to the comparison of mortality rates

dc.contributor.advisorSimões, Onofre Alves
dc.contributor.advisorSousa, Ana Sofia
dc.contributor.authorXuan, Tung Nguyen
dc.date.accessioned2023-03-20T13:42:13Z
dc.date.available2023-03-20T13:42:13Z
dc.date.issued2022-10
dc.descriptionMestrado Bolonha em Actuarial Sciencept_PT
dc.description.abstractThis 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.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationXuan, 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 Gestãopt_PT
dc.identifier.urihttp://hdl.handle.net/10400.5/27474
dc.language.isoengpt_PT
dc.publisherInstituto Superior de Economia e Gestãopt_PT
dc.subjectMortality ratept_PT
dc.subjectLife insurancept_PT
dc.subjectClusteringpt_PT
dc.subjectMean shiftpt_PT
dc.subjectPrincipal Component Analysispt_PT
dc.titleAn application of clustering analysis to the comparison of mortality ratespt_PT
dc.typemaster thesis
dspace.entity.typePublication
rcaap.rightsopenAccesspt_PT
rcaap.typemasterThesispt_PT

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