M-Splines baseline hazard approximation for the proportional hazard model with right censored data

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The proportional hazard model plays a fundamental role in the analysis of time-to-event data. In this thesis, we conduct a simulation study to evaluate the performance of M-splines to estimate the baseline cumulative hazard function for the proportional hazard model. We assess the effect of sample s...

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Detalles Bibliográficos
Autor: Juarez García, Omar Alejandro
Formato: tesis de maestría
Fecha de Publicación:2023
Institución:Pontificia Universidad Católica del Perú
Repositorio:PUCP-Tesis
Lenguaje:inglés
OAI Identifier:oai:tesis.pucp.edu.pe:20.500.12404/25419
Enlace del recurso:http://hdl.handle.net/20.500.12404/25419
Nivel de acceso:acceso abierto
Materia:Análisis de regresión
Splines (Análisis numérico)
https://purl.org/pe-repo/ocde/ford#1.01.03
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dc.title.es_ES.fl_str_mv M-Splines baseline hazard approximation for the proportional hazard model with right censored data
title M-Splines baseline hazard approximation for the proportional hazard model with right censored data
spellingShingle M-Splines baseline hazard approximation for the proportional hazard model with right censored data
Juarez García, Omar Alejandro
Análisis de regresión
Splines (Análisis numérico)
https://purl.org/pe-repo/ocde/ford#1.01.03
title_short M-Splines baseline hazard approximation for the proportional hazard model with right censored data
title_full M-Splines baseline hazard approximation for the proportional hazard model with right censored data
title_fullStr M-Splines baseline hazard approximation for the proportional hazard model with right censored data
title_full_unstemmed M-Splines baseline hazard approximation for the proportional hazard model with right censored data
title_sort M-Splines baseline hazard approximation for the proportional hazard model with right censored data
author Juarez García, Omar Alejandro
author_facet Juarez García, Omar Alejandro
author_role author
dc.contributor.advisor.fl_str_mv Sal Y Rosas Celi, Victor Giancarlo
dc.contributor.author.fl_str_mv Juarez García, Omar Alejandro
dc.subject.es_ES.fl_str_mv Análisis de regresión
Splines (Análisis numérico)
topic Análisis de regresión
Splines (Análisis numérico)
https://purl.org/pe-repo/ocde/ford#1.01.03
dc.subject.ocde.es_ES.fl_str_mv https://purl.org/pe-repo/ocde/ford#1.01.03
description The proportional hazard model plays a fundamental role in the analysis of time-to-event data. In this thesis, we conduct a simulation study to evaluate the performance of M-splines to estimate the baseline cumulative hazard function for the proportional hazard model. We assess the effect of sample size and number of knots in the estimation process. Finally, we apply this method to a sample of students from a university where the event of interest is the payment on time of the last tuition fee.
publishDate 2023
dc.date.accessioned.none.fl_str_mv 2023-07-20T21:32:19Z
dc.date.available.none.fl_str_mv 2023-07-20T21:32:19Z
dc.date.created.none.fl_str_mv 2023
dc.date.issued.fl_str_mv 2023-07-20
dc.type.es_ES.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12404/25419
url http://hdl.handle.net/20.500.12404/25419
dc.language.iso.es_ES.fl_str_mv eng
language eng
dc.relation.ispartof.fl_str_mv SUNEDU
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eu_rights_str_mv openAccess
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dc.publisher.es_ES.fl_str_mv Pontificia Universidad Católica del Perú
dc.publisher.country.es_ES.fl_str_mv PE
dc.source.none.fl_str_mv reponame:PUCP-Tesis
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institution PUCP
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spelling Sal Y Rosas Celi, Victor GiancarloJuarez García, Omar Alejandro2023-07-20T21:32:19Z2023-07-20T21:32:19Z20232023-07-20http://hdl.handle.net/20.500.12404/25419The proportional hazard model plays a fundamental role in the analysis of time-to-event data. In this thesis, we conduct a simulation study to evaluate the performance of M-splines to estimate the baseline cumulative hazard function for the proportional hazard model. We assess the effect of sample size and number of knots in the estimation process. Finally, we apply this method to a sample of students from a university where the event of interest is the payment on time of the last tuition fee.engPontificia Universidad Católica del PerúPEinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc/2.5/pe/Análisis de regresiónSplines (Análisis numérico)https://purl.org/pe-repo/ocde/ford#1.01.03M-Splines baseline hazard approximation for the proportional hazard model with right censored datainfo:eu-repo/semantics/masterThesisreponame:PUCP-Tesisinstname:Pontificia Universidad Católica del Perúinstacron:PUCPSUNEDUMaestro en EstadísticaMaestríaPontificia Universidad Católica del Perú. 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