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A new Lindley-Burr XII power series distribution: model, properties and applications

A new generalized class of distributions called the Lindley-Burr XII Power Series (LBXIIPS) distribution is proposed and explored. This new class of distributions contain some special cases such as Lindley-Burr XII Poisson (LBXIIP), Lindley-Burr XII Logarithmic (LBXIIL), Lindley-Burr XII Binomial (L...

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Autores principales: Makubate, Boikanyo, Gabanakgosi, Morongwa, Chipepa, Fastel, Oluyede, Broderick
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219748/
https://www.ncbi.nlm.nih.gov/pubmed/34189289
http://dx.doi.org/10.1016/j.heliyon.2021.e07146
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author Makubate, Boikanyo
Gabanakgosi, Morongwa
Chipepa, Fastel
Oluyede, Broderick
author_facet Makubate, Boikanyo
Gabanakgosi, Morongwa
Chipepa, Fastel
Oluyede, Broderick
author_sort Makubate, Boikanyo
collection PubMed
description A new generalized class of distributions called the Lindley-Burr XII Power Series (LBXIIPS) distribution is proposed and explored. This new class of distributions contain some special cases such as Lindley-Burr XII Poisson (LBXIIP), Lindley-Burr XII Logarithmic (LBXIIL), Lindley-Burr XII Binomial (LBXIIB) and their sub-models among others. Some structural properties of the new distribution including moments, probability weighted moments, distribution of the order statistics and entropy are derived. Maximum likelihood estimation technique is used to estimate the model parameters. A simulation study to examine the bias and mean square error of the maximum likelihood estimators is presented and finally, an application to a real data set in order to illustrate the usefulness of the new distribution is given.
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spelling pubmed-82197482021-06-28 A new Lindley-Burr XII power series distribution: model, properties and applications Makubate, Boikanyo Gabanakgosi, Morongwa Chipepa, Fastel Oluyede, Broderick Heliyon Research Article A new generalized class of distributions called the Lindley-Burr XII Power Series (LBXIIPS) distribution is proposed and explored. This new class of distributions contain some special cases such as Lindley-Burr XII Poisson (LBXIIP), Lindley-Burr XII Logarithmic (LBXIIL), Lindley-Burr XII Binomial (LBXIIB) and their sub-models among others. Some structural properties of the new distribution including moments, probability weighted moments, distribution of the order statistics and entropy are derived. Maximum likelihood estimation technique is used to estimate the model parameters. A simulation study to examine the bias and mean square error of the maximum likelihood estimators is presented and finally, an application to a real data set in order to illustrate the usefulness of the new distribution is given. Elsevier 2021-06-09 /pmc/articles/PMC8219748/ /pubmed/34189289 http://dx.doi.org/10.1016/j.heliyon.2021.e07146 Text en © 2021 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Makubate, Boikanyo
Gabanakgosi, Morongwa
Chipepa, Fastel
Oluyede, Broderick
A new Lindley-Burr XII power series distribution: model, properties and applications
title A new Lindley-Burr XII power series distribution: model, properties and applications
title_full A new Lindley-Burr XII power series distribution: model, properties and applications
title_fullStr A new Lindley-Burr XII power series distribution: model, properties and applications
title_full_unstemmed A new Lindley-Burr XII power series distribution: model, properties and applications
title_short A new Lindley-Burr XII power series distribution: model, properties and applications
title_sort new lindley-burr xii power series distribution: model, properties and applications
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219748/
https://www.ncbi.nlm.nih.gov/pubmed/34189289
http://dx.doi.org/10.1016/j.heliyon.2021.e07146
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