A causal model for diagnostic reasoning

被引:2
|
作者
Peng, GQ [1 ]
Cheng, H [1 ]
机构
[1] Chinese Acad Sci, Inst Software, Beijing 100080, Peoples R China
关键词
coaction node; coaction causal network; neural network; fuzzy reasoning; diagnostic reasoning; causal network;
D O I
10.1007/BF02948816
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Up to now, there have been many methods for knowledge representation and reasoning in causal networks, but few of them include the research on the coactions of nodes. In practice, ignoring these coactions may influence the accuracy of reasoning and even give rise to incorrect reasoning. In this paper, based on multilayer causal networks, the definitions on coaction nodes are given to construct a new causal network called Coaction Causal Network, which serves to construct a model of neural network for diagnosis followed by fuzzy reasoning, and then the activation rules are given and neural computing methods are used to finish the diagnostic reasoning. These methods are proved in theory and a method of computing the number of solutions for the diagnostic reasoning is given. Finally, the experiments and the conclusions are presented.
引用
收藏
页码:287 / 294
页数:8
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