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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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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. |
format | Online Article Text |
id | pubmed-8219748 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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