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A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications

We present the truncated Lindley-G (TLG) model, a novel class of probability distributions with an additional shape parameter, by composing a unit distribution called the truncated Lindley distribution with a parent distribution function [Formula: see text]. The proposed model’s characteristics incl...

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Detalles Bibliográficos
Autores principales: Hussein, Mohamed, Rodrigues, Gabriela M., Ortega, Edwin M. M., Vila, Roberto, Elsayed, Howaida
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10528314/
https://www.ncbi.nlm.nih.gov/pubmed/37761658
http://dx.doi.org/10.3390/e25091359
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author Hussein, Mohamed
Rodrigues, Gabriela M.
Ortega, Edwin M. M.
Vila, Roberto
Elsayed, Howaida
author_facet Hussein, Mohamed
Rodrigues, Gabriela M.
Ortega, Edwin M. M.
Vila, Roberto
Elsayed, Howaida
author_sort Hussein, Mohamed
collection PubMed
description We present the truncated Lindley-G (TLG) model, a novel class of probability distributions with an additional shape parameter, by composing a unit distribution called the truncated Lindley distribution with a parent distribution function [Formula: see text]. The proposed model’s characteristics including critical points, moments, generating function, quantile function, mean deviations, and entropy are discussed. Also, we introduce a regression model based on the truncated Lindley–Weibull distribution considering two systematic components. The model parameters are estimated using the maximum likelihood method. In order to investigate the behavior of the estimators, some simulations are run for various parameter settings, censoring percentages, and sample sizes. Four real datasets are used to demonstrate the new model’s potential.
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spelling pubmed-105283142023-09-28 A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications Hussein, Mohamed Rodrigues, Gabriela M. Ortega, Edwin M. M. Vila, Roberto Elsayed, Howaida Entropy (Basel) Article We present the truncated Lindley-G (TLG) model, a novel class of probability distributions with an additional shape parameter, by composing a unit distribution called the truncated Lindley distribution with a parent distribution function [Formula: see text]. The proposed model’s characteristics including critical points, moments, generating function, quantile function, mean deviations, and entropy are discussed. Also, we introduce a regression model based on the truncated Lindley–Weibull distribution considering two systematic components. The model parameters are estimated using the maximum likelihood method. In order to investigate the behavior of the estimators, some simulations are run for various parameter settings, censoring percentages, and sample sizes. Four real datasets are used to demonstrate the new model’s potential. MDPI 2023-09-20 /pmc/articles/PMC10528314/ /pubmed/37761658 http://dx.doi.org/10.3390/e25091359 Text en © 2023 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
Hussein, Mohamed
Rodrigues, Gabriela M.
Ortega, Edwin M. M.
Vila, Roberto
Elsayed, Howaida
A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title_full A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title_fullStr A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title_full_unstemmed A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title_short A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications
title_sort new truncated lindley-generated family of distributions: properties, regression analysis, and applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10528314/
https://www.ncbi.nlm.nih.gov/pubmed/37761658
http://dx.doi.org/10.3390/e25091359
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