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Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring
In this article, we compare the maximum likelihood estimate (MLE) and the maximum product of spacing estimate (MPSE) of a stress-strength reliability model, θ = P(Y < X), under adaptive progressive type-II progressive hybrid censoring, when X and Y are independent random variables taken from the...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9665393/ https://www.ncbi.nlm.nih.gov/pubmed/36378634 http://dx.doi.org/10.1371/journal.pone.0277514 |
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author | Alslman, Majd Helu, Amal |
author_facet | Alslman, Majd Helu, Amal |
author_sort | Alslman, Majd |
collection | PubMed |
description | In this article, we compare the maximum likelihood estimate (MLE) and the maximum product of spacing estimate (MPSE) of a stress-strength reliability model, θ = P(Y < X), under adaptive progressive type-II progressive hybrid censoring, when X and Y are independent random variables taken from the inverse Weibull distribution (IWD) with the same shape parameter and different scale parameters. The performance of both estimators is compared, through a comprehensive computer simulation based on two criteria, namely bias and mean squared error (MSE). To demonstrate the effectiveness of our proposed methods, we used two examples of real-life data based on Breakdown Times of an Insulated Fluid by (Nelson, 2003) and Head and Neck Cancer Data by (Efron, 1988). It is concluded that the MPSE method outperformed the MLE method in terms of bias and MSE values. |
format | Online Article Text |
id | pubmed-9665393 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-96653932022-11-15 Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring Alslman, Majd Helu, Amal PLoS One Research Article In this article, we compare the maximum likelihood estimate (MLE) and the maximum product of spacing estimate (MPSE) of a stress-strength reliability model, θ = P(Y < X), under adaptive progressive type-II progressive hybrid censoring, when X and Y are independent random variables taken from the inverse Weibull distribution (IWD) with the same shape parameter and different scale parameters. The performance of both estimators is compared, through a comprehensive computer simulation based on two criteria, namely bias and mean squared error (MSE). To demonstrate the effectiveness of our proposed methods, we used two examples of real-life data based on Breakdown Times of an Insulated Fluid by (Nelson, 2003) and Head and Neck Cancer Data by (Efron, 1988). It is concluded that the MPSE method outperformed the MLE method in terms of bias and MSE values. Public Library of Science 2022-11-15 /pmc/articles/PMC9665393/ /pubmed/36378634 http://dx.doi.org/10.1371/journal.pone.0277514 Text en © 2022 Alslman, Helu https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Alslman, Majd Helu, Amal Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title | Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title_full | Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title_fullStr | Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title_full_unstemmed | Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title_short | Estimation of the stress-strength reliability for the inverse Weibull distribution under adaptive type-II progressive hybrid censoring |
title_sort | estimation of the stress-strength reliability for the inverse weibull distribution under adaptive type-ii progressive hybrid censoring |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9665393/ https://www.ncbi.nlm.nih.gov/pubmed/36378634 http://dx.doi.org/10.1371/journal.pone.0277514 |
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