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The Beta Exponential Power Series Distribution
In this paper, we investigate to propose a new statistical distribution based on power series. We introduce a new family of distributions which are constructed based on a latent complementary risk problem and are obtained by compounding Beta Exponential (BE) and Power Series distributions. The new d...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9215157/ http://dx.doi.org/10.1007/s40745-022-00414-8 |
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author | Khojastehbakht, Nafiseh Ghatari, Amirhossein Samani, Ehsan Bahrami |
author_facet | Khojastehbakht, Nafiseh Ghatari, Amirhossein Samani, Ehsan Bahrami |
author_sort | Khojastehbakht, Nafiseh |
collection | PubMed |
description | In this paper, we investigate to propose a new statistical distribution based on power series. We introduce a new family of distributions which are constructed based on a latent complementary risk problem and are obtained by compounding Beta Exponential (BE) and Power Series distributions. The new distribution contains, as special sub-models, several important distributions which are discussed in the literature, such as Beta Exponential Poisson (BEP) distribution, Beta Exponential Geometric (BEG) distribution, Beta Exponential Logarithmic (BEL) distribution, Beta Exponential Binomial (BEB) distribution as special cases. The hazard function of the BEPS distributions can be increasing, decreasing or bathtub shaped among others. The comprehensive mathematical properties of the new distribution is provided such as closed-form expressions for the density, cumulative distribution, survival function, failure rate function, the r-th raw moment, maximum likelihood estimation and also the moments of order statistics. The proposed type of distributions is used to modeling simulated and real datasets. |
format | Online Article Text |
id | pubmed-9215157 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-92151572022-06-22 The Beta Exponential Power Series Distribution Khojastehbakht, Nafiseh Ghatari, Amirhossein Samani, Ehsan Bahrami Ann. Data. Sci. Article In this paper, we investigate to propose a new statistical distribution based on power series. We introduce a new family of distributions which are constructed based on a latent complementary risk problem and are obtained by compounding Beta Exponential (BE) and Power Series distributions. The new distribution contains, as special sub-models, several important distributions which are discussed in the literature, such as Beta Exponential Poisson (BEP) distribution, Beta Exponential Geometric (BEG) distribution, Beta Exponential Logarithmic (BEL) distribution, Beta Exponential Binomial (BEB) distribution as special cases. The hazard function of the BEPS distributions can be increasing, decreasing or bathtub shaped among others. The comprehensive mathematical properties of the new distribution is provided such as closed-form expressions for the density, cumulative distribution, survival function, failure rate function, the r-th raw moment, maximum likelihood estimation and also the moments of order statistics. The proposed type of distributions is used to modeling simulated and real datasets. Springer Berlin Heidelberg 2022-06-22 /pmc/articles/PMC9215157/ http://dx.doi.org/10.1007/s40745-022-00414-8 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Khojastehbakht, Nafiseh Ghatari, Amirhossein Samani, Ehsan Bahrami The Beta Exponential Power Series Distribution |
title | The Beta Exponential Power Series Distribution |
title_full | The Beta Exponential Power Series Distribution |
title_fullStr | The Beta Exponential Power Series Distribution |
title_full_unstemmed | The Beta Exponential Power Series Distribution |
title_short | The Beta Exponential Power Series Distribution |
title_sort | beta exponential power series distribution |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9215157/ http://dx.doi.org/10.1007/s40745-022-00414-8 |
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