M-Splines baseline hazard approximation for the proportional hazard model with right censored data
Descripción del Articulo
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...
Autor: | |
---|---|
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 |
id |
PUCP_2731e76cf4a849cf13d8f5afabe7aa2f |
---|---|
oai_identifier_str |
oai:tesis.pucp.edu.pe:20.500.12404/25419 |
network_acronym_str |
PUCP |
network_name_str |
PUCP-Tesis |
repository_id_str |
. |
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 |
dc.rights.es_ES.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nc/2.5/pe/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc/2.5/pe/ |
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 instname:Pontificia Universidad Católica del Perú instacron:PUCP |
instname_str |
Pontificia Universidad Católica del Perú |
instacron_str |
PUCP |
institution |
PUCP |
reponame_str |
PUCP-Tesis |
collection |
PUCP-Tesis |
bitstream.url.fl_str_mv |
https://tesis.pucp.edu.pe/bitstreams/3ae6b8f4-5aa9-45f8-b251-398b4ea39400/download https://tesis.pucp.edu.pe/bitstreams/04fd6c53-742f-42ec-ba61-a918657bbfa0/download https://tesis.pucp.edu.pe/bitstreams/9731b190-74c5-4b7f-b5c7-199ed941485a/download https://tesis.pucp.edu.pe/bitstreams/93655323-8b3f-47c5-ace3-0417c1f1ea70/download https://tesis.pucp.edu.pe/bitstreams/0b11ef81-5cf3-4d97-b462-cba4fc04a4bc/download https://tesis.pucp.edu.pe/bitstreams/2299e385-af09-44bb-9229-b15717ae771e/download |
bitstream.checksum.fl_str_mv |
1d245cb62f1a38ac5990c041cb7c67aa 616ce04df335f3af80ca409fde4b4d7f a9a8238e6043663c064961e6230cfeb3 8a4605be74aa9ea9d79846c1fba20a33 82b6c72b03e198e7b1eacfbd90de1617 882ebce16bcc52126d8542c3aa2e27ab |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 MD5 |
repository.name.fl_str_mv |
Repositorio de Tesis PUCP |
repository.mail.fl_str_mv |
raul.sifuentes@pucp.pe |
_version_ |
1834737072133373952 |
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. Escuela de Posgrado.Estadística40361284https://orcid.org/0000-0001-8636-714271542123542037Benites Sanchez, Luis EnriqueSal Y Rosas Celi, Victor GiancarloQuiroz Cornejo, Zaida Jesúshttps://purl.org/pe-repo/renati/level#maestrohttps://purl.org/pe-repo/renati/type#tesisORIGINALJUAREZ_GARCÍA_OMAR_M_SPLINES_BASELINE.pdfJUAREZ_GARCÍA_OMAR_M_SPLINES_BASELINE.pdfTexto completoapplication/pdf584409https://tesis.pucp.edu.pe/bitstreams/3ae6b8f4-5aa9-45f8-b251-398b4ea39400/download1d245cb62f1a38ac5990c041cb7c67aaMD51trueAnonymousREADJUAREZ_GARCÍA_OMAR_ALEJANDRO_T.pdfJUAREZ_GARCÍA_OMAR_ALEJANDRO_T.pdfReporte de originalidadapplication/pdf5231541https://tesis.pucp.edu.pe/bitstreams/04fd6c53-742f-42ec-ba61-a918657bbfa0/download616ce04df335f3af80ca409fde4b4d7fMD52falseAnonymousREAD2500-01-01CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8920https://tesis.pucp.edu.pe/bitstreams/9731b190-74c5-4b7f-b5c7-199ed941485a/downloada9a8238e6043663c064961e6230cfeb3MD53falseAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://tesis.pucp.edu.pe/bitstreams/93655323-8b3f-47c5-ace3-0417c1f1ea70/download8a4605be74aa9ea9d79846c1fba20a33MD54falseAnonymousREADTHUMBNAILJUAREZ_GARCÍA_OMAR_M_SPLINES_BASELINE.pdf.jpgJUAREZ_GARCÍA_OMAR_M_SPLINES_BASELINE.pdf.jpgIM Thumbnailimage/jpeg11848https://tesis.pucp.edu.pe/bitstreams/0b11ef81-5cf3-4d97-b462-cba4fc04a4bc/download82b6c72b03e198e7b1eacfbd90de1617MD55falseAnonymousREADJUAREZ_GARCÍA_OMAR_ALEJANDRO_T.pdf.jpgJUAREZ_GARCÍA_OMAR_ALEJANDRO_T.pdf.jpgIM Thumbnailimage/jpeg7670https://tesis.pucp.edu.pe/bitstreams/2299e385-af09-44bb-9229-b15717ae771e/download882ebce16bcc52126d8542c3aa2e27abMD56falseAnonymousREAD2500-01-0120.500.12404/25419oai:tesis.pucp.edu.pe:20.500.12404/254192024-05-27 16:57:47.8http://creativecommons.org/licenses/by-nc/2.5/pe/info:eu-repo/semantics/openAccessopen.accesshttps://tesis.pucp.edu.peRepositorio de Tesis PUCPraul.sifuentes@pucp.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 |
score |
13.8894415 |
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).