Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1783586529198735360 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7514182 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT xiekangyang negationofbelieffunctionbasedonthetotaluncertaintymeasure AT xiaofuyuan negationofbelieffunctionbasedonthetotaluncertaintymeasure |