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Negation of Belief Function Based on the Total Uncertainty Measure

The negation of probability provides a new way of looking at information representation. However, the negation of basic probability assignment (BPA) is still an open issue. To address this issue, a novel negation method of basic probability assignment based on total uncertainty measure is proposed i...

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Autores principales: Xie, Kangyang, Xiao, Fuyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514182/
https://www.ncbi.nlm.nih.gov/pubmed/33266789
http://dx.doi.org/10.3390/e21010073
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author Xie, Kangyang
Xiao, Fuyuan
author_facet Xie, Kangyang
Xiao, Fuyuan
author_sort Xie, Kangyang
collection PubMed
description The negation of probability provides a new way of looking at information representation. However, the negation of basic probability assignment (BPA) is still an open issue. To address this issue, a novel negation method of basic probability assignment based on total uncertainty measure is proposed in this paper. The uncertainty of non-singleton elements in the power set is taken into account. Compared with the negation method of a probability distribution, the proposed negation method of BPA differs becausethe BPA of a certain element is reassigned to the other elements in the power set where the weight of reassignment is proportional to the cardinality of intersection of the element and each remaining element in the power set. Notably, the proposed negation method of BPA reduces to the negation of probability distribution as BPA reduces to classical probability. Furthermore, it is proved mathematically that our proposed negation method of BPA is indeed based on the maximum uncertainty.
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spelling pubmed-75141822020-11-09 Negation of Belief Function Based on the Total Uncertainty Measure Xie, Kangyang Xiao, Fuyuan Entropy (Basel) Article The negation of probability provides a new way of looking at information representation. However, the negation of basic probability assignment (BPA) is still an open issue. To address this issue, a novel negation method of basic probability assignment based on total uncertainty measure is proposed in this paper. The uncertainty of non-singleton elements in the power set is taken into account. Compared with the negation method of a probability distribution, the proposed negation method of BPA differs becausethe BPA of a certain element is reassigned to the other elements in the power set where the weight of reassignment is proportional to the cardinality of intersection of the element and each remaining element in the power set. Notably, the proposed negation method of BPA reduces to the negation of probability distribution as BPA reduces to classical probability. Furthermore, it is proved mathematically that our proposed negation method of BPA is indeed based on the maximum uncertainty. MDPI 2019-01-15 /pmc/articles/PMC7514182/ /pubmed/33266789 http://dx.doi.org/10.3390/e21010073 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
Xie, Kangyang
Xiao, Fuyuan
Negation of Belief Function Based on the Total Uncertainty Measure
title Negation of Belief Function Based on the Total Uncertainty Measure
title_full Negation of Belief Function Based on the Total Uncertainty Measure
title_fullStr Negation of Belief Function Based on the Total Uncertainty Measure
title_full_unstemmed Negation of Belief Function Based on the Total Uncertainty Measure
title_short Negation of Belief Function Based on the Total Uncertainty Measure
title_sort negation of belief function based on the total uncertainty measure
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514182/
https://www.ncbi.nlm.nih.gov/pubmed/33266789
http://dx.doi.org/10.3390/e21010073
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