DocumentCode
476990
Title
A modified evidence combination approach based on ambiguity measure
Author
Han, Deqiang ; Han, Chongzhao ; Yang, Yi
Author_Institution
Inst. of Integrated Autom., Xian Jiaotong Univ., Xian
fYear
2008
fDate
June 30 2008-July 3 2008
Firstpage
1
Lastpage
6
Abstract
Dempster rule of combination is an effective method in evidence reasoning; however, the original combination rule may produce counterintuitive results when there are severe conflicts among evidences due to the discarding of contradictory mass assignments. In this paper a modified combination rule is proposed based on ambiguity measure (AM), which can describe the evidencepsilas degree of uncertainty. Weight factors are generated based on the AM of evidences to reallocate conflicting mass assignments. The combination results based on the proposed approach can be more reasonable. Experiments and examples provided show the efficacy and validity of the proposed approach. Comparisons with other modified evidence combination rules are also provided.
Keywords
case-based reasoning; knowledge based systems; probability; Dempster combination rule; ambiguity measure; evidence reasoning; mass assignments; modified evidence combination approach; Evidence theory; ambiguity measure; combination rule; conflicts redistribution; information fusion;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion, 2008 11th International Conference on
Conference_Location
Cologne
Print_ISBN
978-3-8007-3092-6
Electronic_ISBN
978-3-00-024883-2
Type
conf
Filename
4632367
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