A new rule to combine dependent bodies of evidence

被引:0
|
作者
Xiaoyan Su
Lusu Li
Hong Qian
Sankaran Mahadevan
Yong Deng
机构
[1] Shanghai University of Electric Power,School of Automation Engineering
[2] Vanderbilt University,School of Engineering
[3] Vanderbilt University,Department of Biostatistics, School of Medicine
来源
Soft Computing | 2019年 / 23卷
关键词
Information fusion; Dempster–Shafer evidence theory; Dependent evidence; Generalized Dempster’s rule;
D O I
暂无
中图分类号
学科分类号
摘要
Dempster’s rule of combination can only be applied to independent bodies of evidence. This paper proposes a new rule to combine dependent bodies of evidence. The rule is based on the concept of joint belief distribution, and can be seen as a generalization of Dempster’s rule. When the bodies of evidence are independent, the new combination rule will be reduced into Dempster’s rule. Two examples are illustrated to show the use and effectiveness of the proposed method.
引用
收藏
页码:9793 / 9799
页数:6
相关论文
共 50 条
  • [1] A new rule to combine dependent bodies of evidence
    Su, Xiaoyan
    Li, Lusu
    Qian, Hong
    Mahadevan, Sankaran
    Deng, Yong
    SOFT COMPUTING, 2019, 23 (20) : 9793 - 9799
  • [2] Handling uncertainty and ignorance in databases: A rule to combine dependent data
    Choenni, S
    Blok, HE
    Leertouwer, E
    DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, PROCEEDINGS, 2006, 3882 : 310 - 324
  • [3] Combining dependent bodies of evidence
    Xiaoyan Su
    Sankaran Mahadevan
    Wenhua Han
    Yong Deng
    Applied Intelligence, 2016, 44 : 634 - 644
  • [4] Combining dependent bodies of evidence
    Su, Xiaoyan
    Mahadevan, Sankaran
    Han, Wenhua
    Deng, Yong
    APPLIED INTELLIGENCE, 2016, 44 (03) : 634 - 644
  • [5] Using Hierarchies to Efficiently Combine Evidence with Dempster's Rule of Combination
    Prieto, Daira Pinto
    de Haan, Ronald
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, VOL 180, 2022, 180 : 1634 - 1643
  • [6] New combination rule of evidence
    Guo, Hua-Wei
    Shi, Wen-Kang
    Liu, Qing-Kun
    Deng, Yong
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2006, 40 (11): : 1895 - 1900
  • [7] New distances between bodies of evidence based on Dempsterian specialization matrices and their consistency with the conjunctive combination rule
    Loudahi, Mehena
    Klein, John
    Vannobel, Jean-Marc
    Colot, Olivier
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2014, 55 (05) : 1093 - 1112
  • [8] On the evidential reasoning rule for dependent evidence combination
    Zhang, Peng
    Zhou, Zhijie
    Tang, Shuaiwen
    Wang, Jie
    Hu, Guanyu
    Zhao, Dao
    Cao, You
    CHINESE JOURNAL OF AERONAUTICS, 2023, 36 (05) : 306 - 327
  • [9] On the evidential reasoning rule for dependent evidence combination
    Peng ZHANG
    Zhijie ZHOU
    Shuaiwen TANG
    Jie WANG
    Guanyu HU
    Dao ZHAO
    You CAO
    Chinese Journal of Aeronautics , 2023, (05) : 306 - 327
  • [10] On the evidential reasoning rule for dependent evidence combination
    Peng ZHANG
    Zhijie ZHOU
    Shuaiwen TANG
    Jie WANG
    Guanyu HU
    Dao ZHAO
    You CAO
    Chinese Journal of Aeronautics, 2023, 36 (05) : 306 - 327