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利用偏差进行冲突证据融合的改进方法
引用本文:张齐;刘,群.利用偏差进行冲突证据融合的改进方法[J].华南理工大学学报(自然科学版),2010,38(5).
作者姓名:张齐;刘  
作者单位:华南理工大学计算机科学与工程学院
摘    要:本文对D-S证据理论组合冲突证据时存在的缺陷进行了研究, 在前人的基础上提出了一种改进的处理冲突证据的融合方法, 该方法通过计算各证据到命题平均支持度的偏差, 来检测和消除冲突证据,并对最后结果进行了修正, 以处理来自不同识别框架的证据的合成. 实验计算结果表明,该方法能有效处理冲突, 得到符合实际的组合结果, 相对于其他典型算法, 本文方法在收敛性和可靠性上有了明显改进

关 键 词:Dempster-Shafer证据理论  冲突证据  组合规则  融合模型  偏差  
收稿时间:2009-5-27
修稿时间:2009-9-16

A revised method for the fusion of conflicting evidence based on deviation
Abstract:The paper analyzes the invalidation problem of D-S evidence theory in combining conflicting evidence, and proposes an improved method dealing with the fusion of conflicting evidence based on previous research. The method detects and eliminates the conflicting evidence by calculating the deviation from all evidence to the average support-level for the proposition. And it also amends the end result to handle the combination of evidence from different recognition framework. The numerical experiment shows that accurate identification result can be achieved by this method when the evidence seriously conflicts. Compared with other typical algorithms, the method in this paper improves the reliability and convergence of combination result.
Keywords:Dempster-Shafer evidence theory  conflicting evidence  combination rules  fusion model  deviation
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