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A New Belief Entropy Based on Deng Entropy
For Dempster–Shafer evidence theory, how to measure the uncertainty of basic probability assignment (BPA) is still an open question. Deng entropy is one of the methods for measuring the uncertainty of Dempster–Shafer evidence. Recently, some limitations of Deng entropy theory are found. For overcomi...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514319/ http://dx.doi.org/10.3390/e21100987 |
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author | Wang, Dan Gao, Jiale Wei, Daijun |
author_facet | Wang, Dan Gao, Jiale Wei, Daijun |
author_sort | Wang, Dan |
collection | PubMed |
description | For Dempster–Shafer evidence theory, how to measure the uncertainty of basic probability assignment (BPA) is still an open question. Deng entropy is one of the methods for measuring the uncertainty of Dempster–Shafer evidence. Recently, some limitations of Deng entropy theory are found. For overcoming these limitations, some modified theories are given based on Deng entropy. However, only one special situation is considered in each theory method. In this paper, a unified form of the belief entropy is proposed on the basis of Deng entropy. In the new proposed method, the scale of the frame of discernment (FOD) and the relative scale of a focal element with reference to FOD are considered. Meanwhile, for an example, some properties of the belief entropy are obtained based on a special situation of a unified form. Some numerical examples are illustrated to show the efficiency and accuracy of the proposed belief entropy. |
format | Online Article Text |
id | pubmed-7514319 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75143192020-11-09 A New Belief Entropy Based on Deng Entropy Wang, Dan Gao, Jiale Wei, Daijun Entropy (Basel) Article For Dempster–Shafer evidence theory, how to measure the uncertainty of basic probability assignment (BPA) is still an open question. Deng entropy is one of the methods for measuring the uncertainty of Dempster–Shafer evidence. Recently, some limitations of Deng entropy theory are found. For overcoming these limitations, some modified theories are given based on Deng entropy. However, only one special situation is considered in each theory method. In this paper, a unified form of the belief entropy is proposed on the basis of Deng entropy. In the new proposed method, the scale of the frame of discernment (FOD) and the relative scale of a focal element with reference to FOD are considered. Meanwhile, for an example, some properties of the belief entropy are obtained based on a special situation of a unified form. Some numerical examples are illustrated to show the efficiency and accuracy of the proposed belief entropy. MDPI 2019-10-10 /pmc/articles/PMC7514319/ http://dx.doi.org/10.3390/e21100987 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wang, Dan Gao, Jiale Wei, Daijun A New Belief Entropy Based on Deng Entropy |
title | A New Belief Entropy Based on Deng Entropy |
title_full | A New Belief Entropy Based on Deng Entropy |
title_fullStr | A New Belief Entropy Based on Deng Entropy |
title_full_unstemmed | A New Belief Entropy Based on Deng Entropy |
title_short | A New Belief Entropy Based on Deng Entropy |
title_sort | new belief entropy based on deng entropy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514319/ http://dx.doi.org/10.3390/e21100987 |
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