Hybrid Censoring Schemes with Mixture Gamma Failure Distribution

Censoring schemes have received much attention over the past decades. Hybrid censoring schemes are censoring schemes mixed of type-I (T-1) and type-II (T-2) censoring schemes, a most popular area of study in life-testing or reliability experiments. More precisely, hybrid censoring can be described a...

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Main Authors: Hassan M. Aljohani, Nada M. Alfaer
Format: Article
Language:English
Published: Wiley 2021-01-01
Series:Journal of Mathematics
Online Access:http://dx.doi.org/10.1155/2021/6641078
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author Hassan M. Aljohani
Nada M. Alfaer
author_facet Hassan M. Aljohani
Nada M. Alfaer
author_sort Hassan M. Aljohani
collection DOAJ
description Censoring schemes have received much attention over the past decades. Hybrid censoring schemes are censoring schemes mixed of type-I (T-1) and type-II (T-2) censoring schemes, a most popular area of study in life-testing or reliability experiments. More precisely, hybrid censoring can be described as a mixture of T-I and T-2 schemes. Gamma distribution is widely used, and its connection has more distributions. Mixture and single gamma distribution will be studied to estimate parameters, based on type-II hybrid censoring schemes (T-2HCS). We will apply algorithms to compute the maximum likelihood (ML) estimators and Bayesian approaches, using statistics, such as Markov chain Monte Carlo methods. Bayes estimators and corresponding highest posterior density confidence intervals will be tabled. Also, Markov chain Monte Carlo simulation is implemented to compare the performances of the different methods and the real dataset is analyzed for illustrative purposes.
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spelling doaj-art-b8754f4dd3d04690a640bcbd4f7b97942025-08-20T02:19:11ZengWileyJournal of Mathematics2314-46292314-47852021-01-01202110.1155/2021/66410786641078Hybrid Censoring Schemes with Mixture Gamma Failure DistributionHassan M. Aljohani0Nada M. Alfaer1Department of Mathematics & Statistics, Faculty of Science, Taif University, Taif 21944, Saudi ArabiaDepartment of Mathematics & Statistics, Faculty of Science, Taif University, Taif 21944, Saudi ArabiaCensoring schemes have received much attention over the past decades. Hybrid censoring schemes are censoring schemes mixed of type-I (T-1) and type-II (T-2) censoring schemes, a most popular area of study in life-testing or reliability experiments. More precisely, hybrid censoring can be described as a mixture of T-I and T-2 schemes. Gamma distribution is widely used, and its connection has more distributions. Mixture and single gamma distribution will be studied to estimate parameters, based on type-II hybrid censoring schemes (T-2HCS). We will apply algorithms to compute the maximum likelihood (ML) estimators and Bayesian approaches, using statistics, such as Markov chain Monte Carlo methods. Bayes estimators and corresponding highest posterior density confidence intervals will be tabled. Also, Markov chain Monte Carlo simulation is implemented to compare the performances of the different methods and the real dataset is analyzed for illustrative purposes.http://dx.doi.org/10.1155/2021/6641078
spellingShingle Hassan M. Aljohani
Nada M. Alfaer
Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
Journal of Mathematics
title Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
title_full Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
title_fullStr Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
title_full_unstemmed Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
title_short Hybrid Censoring Schemes with Mixture Gamma Failure Distribution
title_sort hybrid censoring schemes with mixture gamma failure distribution
url http://dx.doi.org/10.1155/2021/6641078
work_keys_str_mv AT hassanmaljohani hybridcensoringschemeswithmixturegammafailuredistribution
AT nadamalfaer hybridcensoringschemeswithmixturegammafailuredistribution