Conditioning and updating evidence

被引:41
作者
Kulasekere, EC
Premaratne, K [1 ]
Dewasurendra, DA
Shyu, ML
Bauer, PH
机构
[1] Univ Miami, Dept Elect & Comp Engn, Coral Gables, FL 33124 USA
[2] Univ Moratuwa, Dept Elect & Telecommun Engn, Moratuwa, Sri Lanka
[3] Univ Notre Dame, Dept Elect Engn, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
evidential reasoning; Dempster-Shafer theory; distributed decision networks; conditioning evidence; updating evidence;
D O I
10.1016/j.ijar.2003.10.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new interpretation of Dempster-Shafer conditional notions based directly, upon the mass assignments is provided. The masses of those propositions that may imply the complement of the conditioning proposition are shown to be completely annulled by the conditioning operation; conditioning may then be construed as a re-distribution of the masses of some of these propositions to those that definitely imply the conditioning proposition. A complete characterization of the propositions whose masses are annulled without re-distribution, annulled with re-distribution and enhanced by the re-distribution of masses is provided. A new evidence updating strategy that is composed of a linear combination of the available evidence and the conditional evidence is also proposed. It enables one to account for the 'integrity' and 'inertia' of the available evidence and its 'flexibility' to updating by appropriate selection of the linear combination weights. Several such strategies, including one that has a probabilistic interpretation, are also provided. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:75 / 108
页数:34
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