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New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral
In this paper, some statistical properties of the Choquet integral are discussed. As an interesting application of Choquet integral and fuzzy measures, we introduce a new class of exponential-like distributions related to monotone set functions, called Choquet exponential distributions, by combining...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10236405/ https://www.ncbi.nlm.nih.gov/pubmed/37362290 http://dx.doi.org/10.1007/s00500-023-08529-7 |
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author | Mehri-Dehnavi, Hossein Agahi, Hamzeh Mesiar, Radko |
author_facet | Mehri-Dehnavi, Hossein Agahi, Hamzeh Mesiar, Radko |
author_sort | Mehri-Dehnavi, Hossein |
collection | PubMed |
description | In this paper, some statistical properties of the Choquet integral are discussed. As an interesting application of Choquet integral and fuzzy measures, we introduce a new class of exponential-like distributions related to monotone set functions, called Choquet exponential distributions, by combining the properties of Choquet integral with the exponential distribution. We show some famous statistical distributions such as gamma, logistic, exponential, Rayleigh and other distributions are a special class of Choquet distributions. Then, we show that this new proposed Choquet exponential distribution is better on daily gold price data analysis. Also, a real dataset of the daily number of new infected people to coronavirus in the USA in the period of 2020/02/29 to 2020/10/19 is analyzed. The method presented in this article opens a new horizon for future research. |
format | Online Article Text |
id | pubmed-10236405 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-102364052023-06-06 New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral Mehri-Dehnavi, Hossein Agahi, Hamzeh Mesiar, Radko Soft comput Fuzzy Systems and Their Mathematics In this paper, some statistical properties of the Choquet integral are discussed. As an interesting application of Choquet integral and fuzzy measures, we introduce a new class of exponential-like distributions related to monotone set functions, called Choquet exponential distributions, by combining the properties of Choquet integral with the exponential distribution. We show some famous statistical distributions such as gamma, logistic, exponential, Rayleigh and other distributions are a special class of Choquet distributions. Then, we show that this new proposed Choquet exponential distribution is better on daily gold price data analysis. Also, a real dataset of the daily number of new infected people to coronavirus in the USA in the period of 2020/02/29 to 2020/10/19 is analyzed. The method presented in this article opens a new horizon for future research. Springer Berlin Heidelberg 2023-06-02 /pmc/articles/PMC10236405/ /pubmed/37362290 http://dx.doi.org/10.1007/s00500-023-08529-7 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. 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 | Fuzzy Systems and Their Mathematics Mehri-Dehnavi, Hossein Agahi, Hamzeh Mesiar, Radko New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title | New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title_full | New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title_fullStr | New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title_full_unstemmed | New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title_short | New horizon in fuzzy distributions: statistical distributions in continuous domains generated by Choquet integral |
title_sort | new horizon in fuzzy distributions: statistical distributions in continuous domains generated by choquet integral |
topic | Fuzzy Systems and Their Mathematics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10236405/ https://www.ncbi.nlm.nih.gov/pubmed/37362290 http://dx.doi.org/10.1007/s00500-023-08529-7 |
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