Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data

This study deals with the analysis of the cure rate estimation based on the Bounded Cumulative Hazard (BCH) model using interval censored data, given that the exact distribution of the data set is unknown. Thus, the non-parametric estimation methods are employed by means of the EM algorithm. The Tu...

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Main Authors: Aljawadi, Bader Ahmad I., Abu Bakar, Mohd Rizam, Ibrahim, Noor Akma
Format: Article
Language:English
Published: Universiti Putra Malaysia Press 2012
Online Access:http://psasir.upm.edu.my/id/eprint/40461/1/12.%20Turnbull%20versus%20Kaplan-Meier%20Estimators%20of%20Cure%20Rate%20Estimation.pdf
http://psasir.upm.edu.my/id/eprint/40461/
http://www.pertanika.upm.edu.my/Pertanika%20PAPERS/JST%20Vol.%2020%20%282%29%20Jul.%202012/04%20Pg%20243-255.pdf
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Institution: Universiti Putra Malaysia
Language: English
id my.upm.eprints.40461
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spelling my.upm.eprints.404612015-11-04T03:16:08Z http://psasir.upm.edu.my/id/eprint/40461/ Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data Aljawadi, Bader Ahmad I. Abu Bakar, Mohd Rizam Ibrahim, Noor Akma This study deals with the analysis of the cure rate estimation based on the Bounded Cumulative Hazard (BCH) model using interval censored data, given that the exact distribution of the data set is unknown. Thus, the non-parametric estimation methods are employed by means of the EM algorithm. The Turnbull and Kaplan Meier estimators were proposed to estimate the survival function, even though the Kaplan Meier estimator faces some restrictions in term of interval survival data. A comparison of the cure rate estimation based on the two estimators was done through a simulation study. Universiti Putra Malaysia Press 2012 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/40461/1/12.%20Turnbull%20versus%20Kaplan-Meier%20Estimators%20of%20Cure%20Rate%20Estimation.pdf Aljawadi, Bader Ahmad I. and Abu Bakar, Mohd Rizam and Ibrahim, Noor Akma (2012) Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data. Pertanika Journal of Science & Technology, 20 (2). pp. 243-255. ISSN 0128-7680; ESSN: 2231-8526 http://www.pertanika.upm.edu.my/Pertanika%20PAPERS/JST%20Vol.%2020%20%282%29%20Jul.%202012/04%20Pg%20243-255.pdf
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description This study deals with the analysis of the cure rate estimation based on the Bounded Cumulative Hazard (BCH) model using interval censored data, given that the exact distribution of the data set is unknown. Thus, the non-parametric estimation methods are employed by means of the EM algorithm. The Turnbull and Kaplan Meier estimators were proposed to estimate the survival function, even though the Kaplan Meier estimator faces some restrictions in term of interval survival data. A comparison of the cure rate estimation based on the two estimators was done through a simulation study.
format Article
author Aljawadi, Bader Ahmad I.
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
spellingShingle Aljawadi, Bader Ahmad I.
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
author_facet Aljawadi, Bader Ahmad I.
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
author_sort Aljawadi, Bader Ahmad I.
title Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
title_short Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
title_full Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
title_fullStr Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
title_full_unstemmed Turnbull versus Kaplan-Meier estimators of cure rate estimation using interval censored data
title_sort turnbull versus kaplan-meier estimators of cure rate estimation using interval censored data
publisher Universiti Putra Malaysia Press
publishDate 2012
url http://psasir.upm.edu.my/id/eprint/40461/1/12.%20Turnbull%20versus%20Kaplan-Meier%20Estimators%20of%20Cure%20Rate%20Estimation.pdf
http://psasir.upm.edu.my/id/eprint/40461/
http://www.pertanika.upm.edu.my/Pertanika%20PAPERS/JST%20Vol.%2020%20%282%29%20Jul.%202012/04%20Pg%20243-255.pdf
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