The gamma generalized pareto distribution with applications in survival analysis

Detalhes bibliográficos
Autor(a) principal: Andrade, Thiago A. N. de
Data de Publicação: 2017
Outros Autores: Fernandez, Luz Milena Zea, Silva, Frank Gomes, Cordeiro, Gauss M.
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Institucional da UFRN
Texto Completo: https://repositorio.ufrn.br/handle/123456789/49660
Resumo: We study a three-parameter model named the gamma generalized Pareto distribution. This distribution extends the generalized Pareto model, which has many applications in areas such as insurance, reliability, finance and many others. We derive some of its characterizations and mathematical properties including explicit expressions for the density and quantile functions, ordinary and incomplete moments, mean deviations, Bonferroni and Lorenz curves, generating function, R´enyientropy and order statistics. We discuss the estimation of the model parameters by maximum likelihood. A small Monte Carlo simulation study and two applications to real data are presented. We hope that this distribution may be useful for modeling survival and reliability data.
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spelling Andrade, Thiago A. N. deFernandez, Luz Milena ZeaSilva, Frank GomesCordeiro, Gauss M.2022-10-31T22:04:11Z2022-10-31T22:04:11Z2017-05ANDRADE, Thiago A. N. et al. The Gamma Generalized Pareto Distribution with Applications in Survival Analysis. Iinternational Journal of Statistics and Probability, v. 6, p. 141-156, 2017. Disponível em: http://www.ccsenet.org/journal/index.php/ijsp/article/view/67750. Acesso em: 07 dez. 2017https://repositorio.ufrn.br/handle/123456789/4966010.5539/ijsp.v6n3p141International Journal of Statistics and ProbabilityGeneralized pareto distributionHazard rate functionSurvival functionThe gamma generalized pareto distribution with applications in survival analysisinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleWe study a three-parameter model named the gamma generalized Pareto distribution. This distribution extends the generalized Pareto model, which has many applications in areas such as insurance, reliability, finance and many others. We derive some of its characterizations and mathematical properties including explicit expressions for the density and quantile functions, ordinary and incomplete moments, mean deviations, Bonferroni and Lorenz curves, generating function, R´enyientropy and order statistics. We discuss the estimation of the model parameters by maximum likelihood. A small Monte Carlo simulation study and two applications to real data are presented. We hope that this distribution may be useful for modeling survival and reliability data.info:eu-repo/semantics/openAccessporreponame:Repositório Institucional da UFRNinstname:Universidade Federal do Rio Grande do Norte (UFRN)instacron:UFRNORIGINALTheGammaGeneralized_2017.pdfTheGammaGeneralized_2017.pdfapplication/pdf979981https://repositorio.ufrn.br/bitstream/123456789/49660/1/TheGammaGeneralized_2017.pdf1c66215adf248195f49438e62ab4572cMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.ufrn.br/bitstream/123456789/49660/2/license.txt8a4605be74aa9ea9d79846c1fba20a33MD52123456789/496602022-10-31 19:04:11.847oai:https://repositorio.ufrn.br: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Repositório de PublicaçõesPUBhttp://repositorio.ufrn.br/oai/opendoar:2022-10-31T22:04:11Repositório Institucional da UFRN - Universidade Federal do Rio Grande do Norte (UFRN)false
dc.title.pt_BR.fl_str_mv The gamma generalized pareto distribution with applications in survival analysis
title The gamma generalized pareto distribution with applications in survival analysis
spellingShingle The gamma generalized pareto distribution with applications in survival analysis
Andrade, Thiago A. N. de
Generalized pareto distribution
Hazard rate function
Survival function
title_short The gamma generalized pareto distribution with applications in survival analysis
title_full The gamma generalized pareto distribution with applications in survival analysis
title_fullStr The gamma generalized pareto distribution with applications in survival analysis
title_full_unstemmed The gamma generalized pareto distribution with applications in survival analysis
title_sort The gamma generalized pareto distribution with applications in survival analysis
author Andrade, Thiago A. N. de
author_facet Andrade, Thiago A. N. de
Fernandez, Luz Milena Zea
Silva, Frank Gomes
Cordeiro, Gauss M.
author_role author
author2 Fernandez, Luz Milena Zea
Silva, Frank Gomes
Cordeiro, Gauss M.
author2_role author
author
author
dc.contributor.author.fl_str_mv Andrade, Thiago A. N. de
Fernandez, Luz Milena Zea
Silva, Frank Gomes
Cordeiro, Gauss M.
dc.subject.por.fl_str_mv Generalized pareto distribution
Hazard rate function
Survival function
topic Generalized pareto distribution
Hazard rate function
Survival function
description We study a three-parameter model named the gamma generalized Pareto distribution. This distribution extends the generalized Pareto model, which has many applications in areas such as insurance, reliability, finance and many others. We derive some of its characterizations and mathematical properties including explicit expressions for the density and quantile functions, ordinary and incomplete moments, mean deviations, Bonferroni and Lorenz curves, generating function, R´enyientropy and order statistics. We discuss the estimation of the model parameters by maximum likelihood. A small Monte Carlo simulation study and two applications to real data are presented. We hope that this distribution may be useful for modeling survival and reliability data.
publishDate 2017
dc.date.issued.fl_str_mv 2017-05
dc.date.accessioned.fl_str_mv 2022-10-31T22:04:11Z
dc.date.available.fl_str_mv 2022-10-31T22:04:11Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.citation.fl_str_mv ANDRADE, Thiago A. N. et al. The Gamma Generalized Pareto Distribution with Applications in Survival Analysis. Iinternational Journal of Statistics and Probability, v. 6, p. 141-156, 2017. Disponível em: http://www.ccsenet.org/journal/index.php/ijsp/article/view/67750. Acesso em: 07 dez. 2017
dc.identifier.uri.fl_str_mv https://repositorio.ufrn.br/handle/123456789/49660
dc.identifier.doi.none.fl_str_mv 10.5539/ijsp.v6n3p141
identifier_str_mv ANDRADE, Thiago A. N. et al. The Gamma Generalized Pareto Distribution with Applications in Survival Analysis. Iinternational Journal of Statistics and Probability, v. 6, p. 141-156, 2017. Disponível em: http://www.ccsenet.org/journal/index.php/ijsp/article/view/67750. Acesso em: 07 dez. 2017
10.5539/ijsp.v6n3p141
url https://repositorio.ufrn.br/handle/123456789/49660
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv International Journal of Statistics and Probability
publisher.none.fl_str_mv International Journal of Statistics and Probability
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFRN
instname:Universidade Federal do Rio Grande do Norte (UFRN)
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instname_str Universidade Federal do Rio Grande do Norte (UFRN)
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reponame_str Repositório Institucional da UFRN
collection Repositório Institucional da UFRN
bitstream.url.fl_str_mv https://repositorio.ufrn.br/bitstream/123456789/49660/1/TheGammaGeneralized_2017.pdf
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