Component Importance and Sensitivity Analysis in Bayesian Networks

被引:0
|
作者
Zhong, Xiaopin [1 ]
Li, Qiu [1 ]
机构
[1] Shenzhen Univ, Coll Mechatron & Control Engn, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
Bayesian networks; component importance; sensitivity analysis; non-deterministic structure;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, component importance and sensitivity analysis in Bayesian networks are reviewed and a strategy for the case of non-deterministic structures is proposed. A complex system example is analyzed by the methods of Birnbaum's derivative, variance-based sensitivity analysis in deterministic structures and non-deterministic structures respectively. The results are compared and demonstrate the feasibility of the proposed strategy for non-deterministic structures in Bayesian networks.
引用
收藏
页码:320 / 325
页数:6
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