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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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 |
work_keys_str_mv |
AT wenjiang evidenceconflictmeasurebasedonowaoperatorinopenworld AT shiyuwang evidenceconflictmeasurebasedonowaoperatorinopenworld AT xiangliu evidenceconflictmeasurebasedonowaoperatorinopenworld AT hanqingzheng evidenceconflictmeasurebasedonowaoperatorinopenworld AT boyawei evidenceconflictmeasurebasedonowaoperatorinopenworld |
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1725944926034722816 |