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Lomax exponential distribution with an application to real-life data
In this paper, a new modification of the Lomax distribution is considered named as Lomax exponential distribution (LE). The proposed distribution is quite flexible in modeling the lifetime data with both decreasing and increasing shapes (non-monotonic). We derive the explicit expressions for the inc...
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/PMC6905582/ https://www.ncbi.nlm.nih.gov/pubmed/31826022 http://dx.doi.org/10.1371/journal.pone.0225827 |
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author | Ijaz, Muhammad Asim, Syed Muhammad Alamgir, |
author_facet | Ijaz, Muhammad Asim, Syed Muhammad Alamgir, |
author_sort | Ijaz, Muhammad |
collection | PubMed |
description | In this paper, a new modification of the Lomax distribution is considered named as Lomax exponential distribution (LE). The proposed distribution is quite flexible in modeling the lifetime data with both decreasing and increasing shapes (non-monotonic). We derive the explicit expressions for the incomplete moments, quantile function, the density function for the order statistics etc. The Renyi entropy for the proposed distribution is also obtained. Moreover, the paper discusses the estimates of the parameters by the usual maximum likelihood estimation method along with determining the information matrix. In addition, the potentiality of the proposed distribution is illustrated using two real data sets. To judge the performance of the model, the goodness of fit measures, AIC, CAIC, BIC, and HQIC are used. Form the results it is concluded that the proposed model performs better than the Lomax distribution, Weibull Lomax distribution, and exponential Lomax distribution. |
format | Online Article Text |
id | pubmed-6905582 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69055822019-12-27 Lomax exponential distribution with an application to real-life data Ijaz, Muhammad Asim, Syed Muhammad Alamgir, PLoS One Research Article In this paper, a new modification of the Lomax distribution is considered named as Lomax exponential distribution (LE). The proposed distribution is quite flexible in modeling the lifetime data with both decreasing and increasing shapes (non-monotonic). We derive the explicit expressions for the incomplete moments, quantile function, the density function for the order statistics etc. The Renyi entropy for the proposed distribution is also obtained. Moreover, the paper discusses the estimates of the parameters by the usual maximum likelihood estimation method along with determining the information matrix. In addition, the potentiality of the proposed distribution is illustrated using two real data sets. To judge the performance of the model, the goodness of fit measures, AIC, CAIC, BIC, and HQIC are used. Form the results it is concluded that the proposed model performs better than the Lomax distribution, Weibull Lomax distribution, and exponential Lomax distribution. Public Library of Science 2019-12-11 /pmc/articles/PMC6905582/ /pubmed/31826022 http://dx.doi.org/10.1371/journal.pone.0225827 Text en © 2019 Ijaz 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 Ijaz, Muhammad Asim, Syed Muhammad Alamgir, Lomax exponential distribution with an application to real-life data |
title | Lomax exponential distribution with an application to real-life data |
title_full | Lomax exponential distribution with an application to real-life data |
title_fullStr | Lomax exponential distribution with an application to real-life data |
title_full_unstemmed | Lomax exponential distribution with an application to real-life data |
title_short | Lomax exponential distribution with an application to real-life data |
title_sort | lomax exponential distribution with an application to real-life data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6905582/ https://www.ncbi.nlm.nih.gov/pubmed/31826022 http://dx.doi.org/10.1371/journal.pone.0225827 |
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