A generalization of Renyi entropy for basic probability assignment

被引:8
|
作者
Yu, Ran [1 ]
Deng, Yong [1 ,2 ,3 ,4 ,5 ]
机构
[1] Univ Elect Sci & Technol China, Inst Fundamental & Frontier Sci, Chengdu, Peoples R China
[2] Univ Elect Sci & Technol China, Glasgow Coll, UESTC, Chengdu, Peoples R China
[3] Shannxi Normal Univ, Sch Educ, Xian, Peoples R China
[4] Japan Adv Inst Sci & Technol, Sch Knowledge Sci, Nomi, Ishikawa, Japan
[5] Swiss Fed Inst Technol, Dept Management Technol & Econ, Zurich, Switzerland
基金
中国国家自然科学基金;
关键词
Dempster-Shafer theory; Renyi entropy; basic probability assignment; uncertainty measure; BELIEF FUNCTIONS; SPECIFICITY; UNCERTAINTY; CONFLICT;
D O I
10.1080/03610926.2022.2037646
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
To measure the uncertainty of basic probability assignment (BPA) in the field of evidence theory is an open issue. The Renyi entropy, a continuous family of entropy measures, is extended from the Shannon entropy and has been widely applied in many fields. In this paper, the generalized Renyi entropy for basic probability assignments is proposed. The proposed entropy can degenerate into the Renyi entropy under the condition that the BPA degenerates to probability distributions. Additionally, some desirable properties of the proposed entropy are explored. Finally, the numerical examples are given to show the feasibility and effectiveness of the proposed entropy. Compared with the Shannon entropy and other existing measures, the entropy is efficient to measure the uncertainty of BPA.
引用
收藏
页码:6991 / 7008
页数:18
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