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Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring
Inverted exponentiated Rayleigh distribution is a widely used and important continuous lifetime distribution, which plays a key role in lifetime research. The joint progressively type-II censoring scheme is an effective method used in the quality evaluation of products from different assembly lines....
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8871035/ https://www.ncbi.nlm.nih.gov/pubmed/35205466 http://dx.doi.org/10.3390/e24020171 |
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author | Fan, Jingwen Gui, Wenhao |
author_facet | Fan, Jingwen Gui, Wenhao |
author_sort | Fan, Jingwen |
collection | PubMed |
description | Inverted exponentiated Rayleigh distribution is a widely used and important continuous lifetime distribution, which plays a key role in lifetime research. The joint progressively type-II censoring scheme is an effective method used in the quality evaluation of products from different assembly lines. In this paper, we study the statistical inference of inverted exponentiated Rayleigh distribution based on joint progressively type-II censored data. The likelihood function and maximum likelihood estimates are obtained firstly by adopting Expectation-Maximization algorithm. Then, we calculate the observed information matrix based on the missing value principle. Bootstrap-p and Bootstrap-t methods are applied to get confidence intervals. Bayesian approaches under square loss function and linex loss function are provided respectively to derive the estimates, during which the importance sampling method is introduced. Finally, the Monte Carlo simulation and real data analysis are performed for further study. |
format | Online Article Text |
id | pubmed-8871035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88710352022-02-25 Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring Fan, Jingwen Gui, Wenhao Entropy (Basel) Article Inverted exponentiated Rayleigh distribution is a widely used and important continuous lifetime distribution, which plays a key role in lifetime research. The joint progressively type-II censoring scheme is an effective method used in the quality evaluation of products from different assembly lines. In this paper, we study the statistical inference of inverted exponentiated Rayleigh distribution based on joint progressively type-II censored data. The likelihood function and maximum likelihood estimates are obtained firstly by adopting Expectation-Maximization algorithm. Then, we calculate the observed information matrix based on the missing value principle. Bootstrap-p and Bootstrap-t methods are applied to get confidence intervals. Bayesian approaches under square loss function and linex loss function are provided respectively to derive the estimates, during which the importance sampling method is introduced. Finally, the Monte Carlo simulation and real data analysis are performed for further study. MDPI 2022-01-24 /pmc/articles/PMC8871035/ /pubmed/35205466 http://dx.doi.org/10.3390/e24020171 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Fan, Jingwen Gui, Wenhao Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title | Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title_full | Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title_fullStr | Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title_full_unstemmed | Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title_short | Statistical Inference of Inverted Exponentiated Rayleigh Distribution under Joint Progressively Type-II Censoring |
title_sort | statistical inference of inverted exponentiated rayleigh distribution under joint progressively type-ii censoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8871035/ https://www.ncbi.nlm.nih.gov/pubmed/35205466 http://dx.doi.org/10.3390/e24020171 |
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