Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Alslman, Majd, Helu, Amal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
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
_version_ 1784831277332955136
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
work_keys_str_mv AT alslmanmajd estimationofthestressstrengthreliabilityfortheinverseweibulldistributionunderadaptivetypeiiprogressivehybridcensoring
AT heluamal estimationofthestressstrengthreliabilityfortheinverseweibulldistributionunderadaptivetypeiiprogressivehybridcensoring