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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...

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Detalles Bibliográficos
Autores principales: Ihtisham, Shumaila, Khalil, Alamgir, Manzoor, Sadaf, Khan, Sajjad Ahmad, Ali, Amjad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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.
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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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