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Alpha-Power Pareto distribution: Its properties and applications
In Statistical theory, inclusion of an additional parameter to standard distributions is a usual practice. In this study, a new distribution referred to as Alpha-Power Pareto distribution is introduced by including an extra parameter. Several properties of the proposed distribution, including moment...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6561572/ https://www.ncbi.nlm.nih.gov/pubmed/31188897 http://dx.doi.org/10.1371/journal.pone.0218027 |
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author | Ihtisham, Shumaila Khalil, Alamgir Manzoor, Sadaf Khan, Sajjad Ahmad Ali, Amjad |
author_facet | Ihtisham, Shumaila Khalil, Alamgir Manzoor, Sadaf Khan, Sajjad Ahmad Ali, Amjad |
author_sort | Ihtisham, Shumaila |
collection | PubMed |
description | In Statistical theory, inclusion of an additional parameter to standard distributions is a usual practice. In this study, a new distribution referred to as Alpha-Power Pareto distribution is introduced by including an extra parameter. Several properties of the proposed distribution, including moment generating function, mode, quantiles, entropies, mean residual life function, stochastic orders and order statistics are obtained. Parameters of the proposed distribution have been estimated using maximum likelihood estimation technique. Two real datasets have been considered to examine the usefulness of the proposed distribution. It has been observed that the proposed distribution outperforms different variants of Pareto distribution on the basis of model selection criteria. |
format | Online Article Text |
id | pubmed-6561572 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65615722019-06-20 Alpha-Power Pareto distribution: Its properties and applications Ihtisham, Shumaila Khalil, Alamgir Manzoor, Sadaf Khan, Sajjad Ahmad Ali, Amjad PLoS One Research Article In Statistical theory, inclusion of an additional parameter to standard distributions is a usual practice. In this study, a new distribution referred to as Alpha-Power Pareto distribution is introduced by including an extra parameter. Several properties of the proposed distribution, including moment generating function, mode, quantiles, entropies, mean residual life function, stochastic orders and order statistics are obtained. Parameters of the proposed distribution have been estimated using maximum likelihood estimation technique. Two real datasets have been considered to examine the usefulness of the proposed distribution. It has been observed that the proposed distribution outperforms different variants of Pareto distribution on the basis of model selection criteria. Public Library of Science 2019-06-12 /pmc/articles/PMC6561572/ /pubmed/31188897 http://dx.doi.org/10.1371/journal.pone.0218027 Text en © 2019 Ihtisham et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ihtisham, Shumaila Khalil, Alamgir Manzoor, Sadaf Khan, Sajjad Ahmad Ali, Amjad Alpha-Power Pareto distribution: Its properties and applications |
title | Alpha-Power Pareto distribution: Its properties and applications |
title_full | Alpha-Power Pareto distribution: Its properties and applications |
title_fullStr | Alpha-Power Pareto distribution: Its properties and applications |
title_full_unstemmed | Alpha-Power Pareto distribution: Its properties and applications |
title_short | Alpha-Power Pareto distribution: Its properties and applications |
title_sort | alpha-power pareto distribution: its properties and applications |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6561572/ https://www.ncbi.nlm.nih.gov/pubmed/31188897 http://dx.doi.org/10.1371/journal.pone.0218027 |
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