Evidence conflict measure based on OWA operator in open world.

Dempster-Shafer evidence theory has been extensively used in many information fusion systems since it was proposed by Dempster and extended by Shafer. Many scholars have been conducted on conflict management of Dempster-Shafer evidence theory in past decades. However, how to determine a potent param...

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Main Authors: Wen Jiang, Shiyu Wang, Xiang Liu, Hanqing Zheng, Boya Wei
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5436833?pdf=render
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spelling doaj-4626c39bd6f9419b9a0197fc8a3ff2c82020-11-24T21:35:37ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01125e017782810.1371/journal.pone.0177828Evidence conflict measure based on OWA operator in open world.Wen JiangShiyu WangXiang LiuHanqing ZhengBoya WeiDempster-Shafer evidence theory has been extensively used in many information fusion systems since it was proposed by Dempster and extended by Shafer. Many scholars have been conducted on conflict management of Dempster-Shafer evidence theory in past decades. However, how to determine a potent parameter to measure evidence conflict, when the given environment is in an open world, namely the frame of discernment is incomplete, is still an open issue. In this paper, a new method which combines generalized conflict coefficient, generalized evidence distance, and generalized interval correlation coefficient based on ordered weighted averaging (OWA) operator, to measure the conflict of evidence is presented. Through ordered weighted average of these three parameters, the combinatorial coefficient can still measure the conflict effectively when one or two parameters are not valid. Several numerical examples demonstrate the effectiveness of the proposed method.http://europepmc.org/articles/PMC5436833?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Wen Jiang
Shiyu Wang
Xiang Liu
Hanqing Zheng
Boya Wei
spellingShingle Wen Jiang
Shiyu Wang
Xiang Liu
Hanqing Zheng
Boya Wei
Evidence conflict measure based on OWA operator in open world.
PLoS ONE
author_facet Wen Jiang
Shiyu Wang
Xiang Liu
Hanqing Zheng
Boya Wei
author_sort Wen Jiang
title Evidence conflict measure based on OWA operator in open world.
title_short Evidence conflict measure based on OWA operator in open world.
title_full Evidence conflict measure based on OWA operator in open world.
title_fullStr Evidence conflict measure based on OWA operator in open world.
title_full_unstemmed Evidence conflict measure based on OWA operator in open world.
title_sort evidence conflict measure based on owa operator in open world.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description Dempster-Shafer evidence theory has been extensively used in many information fusion systems since it was proposed by Dempster and extended by Shafer. Many scholars have been conducted on conflict management of Dempster-Shafer evidence theory in past decades. However, how to determine a potent parameter to measure evidence conflict, when the given environment is in an open world, namely the frame of discernment is incomplete, is still an open issue. In this paper, a new method which combines generalized conflict coefficient, generalized evidence distance, and generalized interval correlation coefficient based on ordered weighted averaging (OWA) operator, to measure the conflict of evidence is presented. Through ordered weighted average of these three parameters, the combinatorial coefficient can still measure the conflict effectively when one or two parameters are not valid. Several numerical examples demonstrate the effectiveness of the proposed method.
url http://europepmc.org/articles/PMC5436833?pdf=render
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AT xiangliu evidenceconflictmeasurebasedonowaoperatorinopenworld
AT hanqingzheng evidenceconflictmeasurebasedonowaoperatorinopenworld
AT boyawei evidenceconflictmeasurebasedonowaoperatorinopenworld
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