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Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model

In the lifetime and reliability experiments, the censored samples play a fundamental and important role in order to control time and cost. The researchers developed the censored sample schemes to solve the problems that arise by applying the previous methods. Recently, Górny and Cramer (2018) propos...

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Detalles Bibliográficos
Autores principales: Nagy, M., Alrasheedi, Adel Fahad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9076315/
https://www.ncbi.nlm.nih.gov/pubmed/35528527
http://dx.doi.org/10.1155/2022/2073067
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author Nagy, M.
Alrasheedi, Adel Fahad
author_facet Nagy, M.
Alrasheedi, Adel Fahad
author_sort Nagy, M.
collection PubMed
description In the lifetime and reliability experiments, the censored samples play a fundamental and important role in order to control time and cost. The researchers developed the censored sample schemes to solve the problems that arise by applying the previous methods. Recently, Górny and Cramer (2018) proposed a new general type of censored sample called Type-II unified progressive hybrid censored sample. In this paper, we present an overview of the Type-II unified progressive hybrid censored sample. We used this censored sample to compute the maximum likelihood estimates of unknown parameters from the Pareto distribution, as well as Bayesian estimates for unknown parameters under three different error loss functions. The point and interval Bayesian predictions one- and two-sample Bayesian predictions from the Pareto distribution are shown. Simulation studies are carried out to compare the efficacy of the various inference approaches. Finally, real data sets are examined to determine the applicability of the proposed model and various estimating approaches.
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spelling pubmed-90763152022-05-07 Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model Nagy, M. Alrasheedi, Adel Fahad Appl Bionics Biomech Research Article In the lifetime and reliability experiments, the censored samples play a fundamental and important role in order to control time and cost. The researchers developed the censored sample schemes to solve the problems that arise by applying the previous methods. Recently, Górny and Cramer (2018) proposed a new general type of censored sample called Type-II unified progressive hybrid censored sample. In this paper, we present an overview of the Type-II unified progressive hybrid censored sample. We used this censored sample to compute the maximum likelihood estimates of unknown parameters from the Pareto distribution, as well as Bayesian estimates for unknown parameters under three different error loss functions. The point and interval Bayesian predictions one- and two-sample Bayesian predictions from the Pareto distribution are shown. Simulation studies are carried out to compare the efficacy of the various inference approaches. Finally, real data sets are examined to determine the applicability of the proposed model and various estimating approaches. Hindawi 2022-04-29 /pmc/articles/PMC9076315/ /pubmed/35528527 http://dx.doi.org/10.1155/2022/2073067 Text en Copyright © 2022 M. Nagy and Adel Fahad Alrasheedi. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Nagy, M.
Alrasheedi, Adel Fahad
Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title_full Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title_fullStr Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title_full_unstemmed Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title_short Classical and Bayesian Inference Using Type-II Unified Progressive Hybrid Censored Samples for Pareto Model
title_sort classical and bayesian inference using type-ii unified progressive hybrid censored samples for pareto model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9076315/
https://www.ncbi.nlm.nih.gov/pubmed/35528527
http://dx.doi.org/10.1155/2022/2073067
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