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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10528314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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