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The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data
In this article, the “truncated-composed” scheme was applied to the Burr X distribution to motivate a new family of univariate continuous-type distributions, called the truncated Burr X generated family. It is mathematically simple and provides more modeling freedom for any parental distribution. Ad...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8391697/ https://www.ncbi.nlm.nih.gov/pubmed/34441228 http://dx.doi.org/10.3390/e23081088 |
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author | Bantan, Rashad A. R. Chesneau, Christophe Jamal, Farrukh Elbatal, Ibrahim Elgarhy, Mohammed |
author_facet | Bantan, Rashad A. R. Chesneau, Christophe Jamal, Farrukh Elbatal, Ibrahim Elgarhy, Mohammed |
author_sort | Bantan, Rashad A. R. |
collection | PubMed |
description | In this article, the “truncated-composed” scheme was applied to the Burr X distribution to motivate a new family of univariate continuous-type distributions, called the truncated Burr X generated family. It is mathematically simple and provides more modeling freedom for any parental distribution. Additional functionality is conferred on the probability density and hazard rate functions, improving their peak, asymmetry, tail, and flatness levels. These characteristics are represented analytically and graphically with three special distributions of the family derived from the exponential, Rayleigh, and Lindley distributions. Subsequently, we conducted asymptotic, first-order stochastic dominance, series expansion, Tsallis entropy, and moment studies. Useful risk measures were also investigated. The remainder of the study was devoted to the statistical use of the associated models. In particular, we developed an adapted maximum likelihood methodology aiming to efficiently estimate the model parameters. The special distribution extending the exponential distribution was applied as a statistical model to fit two sets of actuarial and financial data. It performed better than a wide variety of selected competing non-nested models. Numerical applications for risk measures are also given. |
format | Online Article Text |
id | pubmed-8391697 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83916972021-08-28 The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data Bantan, Rashad A. R. Chesneau, Christophe Jamal, Farrukh Elbatal, Ibrahim Elgarhy, Mohammed Entropy (Basel) Article In this article, the “truncated-composed” scheme was applied to the Burr X distribution to motivate a new family of univariate continuous-type distributions, called the truncated Burr X generated family. It is mathematically simple and provides more modeling freedom for any parental distribution. Additional functionality is conferred on the probability density and hazard rate functions, improving their peak, asymmetry, tail, and flatness levels. These characteristics are represented analytically and graphically with three special distributions of the family derived from the exponential, Rayleigh, and Lindley distributions. Subsequently, we conducted asymptotic, first-order stochastic dominance, series expansion, Tsallis entropy, and moment studies. Useful risk measures were also investigated. The remainder of the study was devoted to the statistical use of the associated models. In particular, we developed an adapted maximum likelihood methodology aiming to efficiently estimate the model parameters. The special distribution extending the exponential distribution was applied as a statistical model to fit two sets of actuarial and financial data. It performed better than a wide variety of selected competing non-nested models. Numerical applications for risk measures are also given. MDPI 2021-08-21 /pmc/articles/PMC8391697/ /pubmed/34441228 http://dx.doi.org/10.3390/e23081088 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Bantan, Rashad A. R. Chesneau, Christophe Jamal, Farrukh Elbatal, Ibrahim Elgarhy, Mohammed The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title | The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title_full | The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title_fullStr | The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title_full_unstemmed | The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title_short | The Truncated Burr X-G Family of Distributions: Properties and Applications to Actuarial and Financial Data |
title_sort | truncated burr x-g family of distributions: properties and applications to actuarial and financial data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8391697/ https://www.ncbi.nlm.nih.gov/pubmed/34441228 http://dx.doi.org/10.3390/e23081088 |
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