Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wang, Dan, Gao, Jiale, Wei, Daijun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514319/
http://dx.doi.org/10.3390/e21100987
_version_ 1783586560659161088
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
work_keys_str_mv AT wangdan anewbeliefentropybasedondengentropy
AT gaojiale anewbeliefentropybasedondengentropy
AT weidaijun anewbeliefentropybasedondengentropy
AT wangdan newbeliefentropybasedondengentropy
AT gaojiale newbeliefentropybasedondengentropy
AT weidaijun newbeliefentropybasedondengentropy