TY - JOUR
T1 - Analyzing the degree of consistency among evidence from different sources
AU - Fu, Chao
AU - Yang, Shan Lin
AU - Luo, He
PY - 2009/5
Y1 - 2009/5
N2 - In view of the study on the conflict degree among evidence from different sources made by Weiru Liu, this paper improves his analysis by coming up with the analysis of consistency degree among evidence. In this research, the conflict and the harmony in the analysis of the degree of conflict (ADCF) are developed into the consistency, the conflict, and the non-conflict and inconsistency in the analysis of the degree of consistency (ADCS). On this basis, the general mathematic and practical expressions of the consistency degree are proposed by resorting to the mass of the combined belief assigned to the empty-set before the normalization and the distance between betting commitments of evidence, and the impact of the consistency degree on the applicability of Dempster's combination rule is analyzed. The representative numerical examples and the comparison of the ADCF with the ADCS demonstrate that the ADCS provides a strongly robust and reasonable indicator on the applicability of Dempster's combination rule.
AB - In view of the study on the conflict degree among evidence from different sources made by Weiru Liu, this paper improves his analysis by coming up with the analysis of consistency degree among evidence. In this research, the conflict and the harmony in the analysis of the degree of conflict (ADCF) are developed into the consistency, the conflict, and the non-conflict and inconsistency in the analysis of the degree of consistency (ADCS). On this basis, the general mathematic and practical expressions of the consistency degree are proposed by resorting to the mass of the combined belief assigned to the empty-set before the normalization and the distance between betting commitments of evidence, and the impact of the consistency degree on the applicability of Dempster's combination rule is analyzed. The representative numerical examples and the comparison of the ADCF with the ADCS demonstrate that the ADCS provides a strongly robust and reasonable indicator on the applicability of Dempster's combination rule.
KW - Basic belief assignment
KW - Betting commitments
KW - Consistency degree
KW - Dempster's combination rule
KW - Dempster-Shafer theory
UR - https://www.scopus.com/pages/publications/67649183565
U2 - 10.1016/s1874-8651(10)60044-0
DO - 10.1016/s1874-8651(10)60044-0
M3 - 文章
AN - SCOPUS:67649183565
SN - 1000-6788
VL - 29
SP - 166
EP - 174
JO - Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice
JF - Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice
IS - 5
ER -