Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.

Medical investigations nowadays allow the incorporation of cure individuals in the analysis, especially for chronic diseases such as cancer. Therefore, survival models that incorporate the cured patients in the analysis are called cure rate models. In this paper, we propose an analytical approach fo...

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Main Authors: I. Aljawadi, Bader Ahnad, Abu Bakar, Mohd Rizam, Ibrahim, Noor Akma, Midi, Habshah
Format: Article
Language:English
English
Published: Canadian Center of Science and Education 2011
Online Access:http://psasir.upm.edu.my/id/eprint/24828/1/Parameter%20estimation%20of%20the%20cure%20fraction%20based%20on%20BCH%20model%20using%20left.pdf
http://psasir.upm.edu.my/id/eprint/24828/
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spelling my.upm.eprints.248282015-09-23T00:45:45Z http://psasir.upm.edu.my/id/eprint/24828/ Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates. I. Aljawadi, Bader Ahnad Abu Bakar, Mohd Rizam Ibrahim, Noor Akma Midi, Habshah Medical investigations nowadays allow the incorporation of cure individuals in the analysis, especially for chronic diseases such as cancer. Therefore, survival models that incorporate the cured patients in the analysis are called cure rate models. In this paper, we propose an analytical approach for parametric estimation of the cure fraction in cancer clinical trials based on the bounded cumulative hazard (BCH) model with covariates involved in the data set. The analysis is constructed by means of the exponential distribution in the case of left censoring and within the framework of the expectation maximization (EM) algorithm. The analysis provided the analytical solution and a simulation study for the cure rate parameter. Canadian Center of Science and Education 2011-06 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/24828/1/Parameter%20estimation%20of%20the%20cure%20fraction%20based%20on%20BCH%20model%20using%20left.pdf I. Aljawadi, Bader Ahnad and Abu Bakar, Mohd Rizam and Ibrahim, Noor Akma and Midi, Habshah (2011) Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates. Modern Applied Science, 5 (3). pp. 103-110. ISSN 1913-1852 http://web.ccsenet.org/ 10.5539/mas.v5n3p103 English
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
English
description Medical investigations nowadays allow the incorporation of cure individuals in the analysis, especially for chronic diseases such as cancer. Therefore, survival models that incorporate the cured patients in the analysis are called cure rate models. In this paper, we propose an analytical approach for parametric estimation of the cure fraction in cancer clinical trials based on the bounded cumulative hazard (BCH) model with covariates involved in the data set. The analysis is constructed by means of the exponential distribution in the case of left censoring and within the framework of the expectation maximization (EM) algorithm. The analysis provided the analytical solution and a simulation study for the cure rate parameter.
format Article
author I. Aljawadi, Bader Ahnad
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Midi, Habshah
spellingShingle I. Aljawadi, Bader Ahnad
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Midi, Habshah
Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
author_facet I. Aljawadi, Bader Ahnad
Abu Bakar, Mohd Rizam
Ibrahim, Noor Akma
Midi, Habshah
author_sort I. Aljawadi, Bader Ahnad
title Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
title_short Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
title_full Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
title_fullStr Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
title_full_unstemmed Parameter estimation of the cure fraction based on BCH model using left-censored data with covariates.
title_sort parameter estimation of the cure fraction based on bch model using left-censored data with covariates.
publisher Canadian Center of Science and Education
publishDate 2011
url http://psasir.upm.edu.my/id/eprint/24828/1/Parameter%20estimation%20of%20the%20cure%20fraction%20based%20on%20BCH%20model%20using%20left.pdf
http://psasir.upm.edu.my/id/eprint/24828/
http://web.ccsenet.org/
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score 13.18916