Cargando…
A new cubic transmuted power-function distribution: Properties, inference, and applications
A new three-parameter cubic transmuted power distribution is proposed using the cubic rank transformation. The density and hazard functions of the new distribution provide great flexibility. Some mathematical properties of the new model such as quantile function, moments, dispersion index, mean resi...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9901817/ https://www.ncbi.nlm.nih.gov/pubmed/36745649 http://dx.doi.org/10.1371/journal.pone.0281419 |
_version_ | 1784883103457607680 |
---|---|
author | Ahsan-ul-Haq, Muhammad Aldahlan, Maha A. Zafar, Javeria Gómez, Héctor W. Afify, Ahmed Z. Mahran, Hisham A. |
author_facet | Ahsan-ul-Haq, Muhammad Aldahlan, Maha A. Zafar, Javeria Gómez, Héctor W. Afify, Ahmed Z. Mahran, Hisham A. |
author_sort | Ahsan-ul-Haq, Muhammad |
collection | PubMed |
description | A new three-parameter cubic transmuted power distribution is proposed using the cubic rank transformation. The density and hazard functions of the new distribution provide great flexibility. Some mathematical properties of the new model such as quantile function, moments, dispersion index, mean residual life, and order statistics are derived. The model parameters are estimated using five different estimation methods. A comprehensive simulation study is carried out to understand the behavior of derived estimators and choose the best estimation method. The usefulness of the proposed distribution is illustrated using a real dataset. It is concluded that the proposed distribution is better than some well-known existing distributions. |
format | Online Article Text |
id | pubmed-9901817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-99018172023-02-07 A new cubic transmuted power-function distribution: Properties, inference, and applications Ahsan-ul-Haq, Muhammad Aldahlan, Maha A. Zafar, Javeria Gómez, Héctor W. Afify, Ahmed Z. Mahran, Hisham A. PLoS One Research Article A new three-parameter cubic transmuted power distribution is proposed using the cubic rank transformation. The density and hazard functions of the new distribution provide great flexibility. Some mathematical properties of the new model such as quantile function, moments, dispersion index, mean residual life, and order statistics are derived. The model parameters are estimated using five different estimation methods. A comprehensive simulation study is carried out to understand the behavior of derived estimators and choose the best estimation method. The usefulness of the proposed distribution is illustrated using a real dataset. It is concluded that the proposed distribution is better than some well-known existing distributions. Public Library of Science 2023-02-06 /pmc/articles/PMC9901817/ /pubmed/36745649 http://dx.doi.org/10.1371/journal.pone.0281419 Text en © 2023 Ahsan-ul-Haq et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Ahsan-ul-Haq, Muhammad Aldahlan, Maha A. Zafar, Javeria Gómez, Héctor W. Afify, Ahmed Z. Mahran, Hisham A. A new cubic transmuted power-function distribution: Properties, inference, and applications |
title | A new cubic transmuted power-function distribution: Properties, inference, and applications |
title_full | A new cubic transmuted power-function distribution: Properties, inference, and applications |
title_fullStr | A new cubic transmuted power-function distribution: Properties, inference, and applications |
title_full_unstemmed | A new cubic transmuted power-function distribution: Properties, inference, and applications |
title_short | A new cubic transmuted power-function distribution: Properties, inference, and applications |
title_sort | new cubic transmuted power-function distribution: properties, inference, and applications |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9901817/ https://www.ncbi.nlm.nih.gov/pubmed/36745649 http://dx.doi.org/10.1371/journal.pone.0281419 |
work_keys_str_mv | AT ahsanulhaqmuhammad anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT aldahlanmahaa anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT zafarjaveria anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT gomezhectorw anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT afifyahmedz anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT mahranhishama anewcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT ahsanulhaqmuhammad newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT aldahlanmahaa newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT zafarjaveria newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT gomezhectorw newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT afifyahmedz newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications AT mahranhishama newcubictransmutedpowerfunctiondistributionpropertiesinferenceandapplications |