Strategies for combining conflicting dogmatic beliefs

被引:46
作者
Josang, A [1 ]
Daniel, M [1 ]
Vannoorenberghe, P [1 ]
机构
[1] DSTC, Brisbane, Qld 4001, Australia
来源
FUSION 2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE OF INFORMATION FUSION, VOLS 1 AND 2 | 2003年
关键词
probability; belief theory; subjective logic; dogmatic belief; conflict; Dempster's rule;
D O I
10.1109/ICIF.2003.177365
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
The combination of possibly conflicting beliefs and evidence forms an important part of various disciplines of artificial reasoning. In everyday discourse dogmatic beliefs are expressed by observers when they have a strong and rigid opinion about a subject of interest. Such beliefs can be expressed and formalised within the Demspter-Shafer belief theory. This paper describes and compares methods for combining dogmatic or highly conflicting beliefs within this framework.
引用
收藏
页码:1133 / 1140
页数:8
相关论文
共 21 条
[1]
Cohen Martin, 1986, UNCERTAINTY ARTIFICI, V1
[3]
Daniel M, 2000, SPRINGER INT SER ENG, V516, P431
[4]
DEZERT J, 2002, INFORMATION SECURITY
[5]
Dubois D., 1988, Computational Intelligence, V4, P244, DOI 10.1111/j.1467-8640.1988.tb00279.x
[6]
A SET-THEORETIC VIEW OF BELIEF FUNCTIONS - LOGICAL OPERATIONS AND APPROXIMATIONS BY FUZZY-SETS [J].
DUBOIS, D ;
PRADE, H .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 1986, 12 (03) :193-226
[7]
Dubois D., 1986, Int. J. Intell. Syst., V1, P133
[8]
HAJEK P, 1991, COMPUT ARTIF INTELL, V10, P29
[9]
Hajek P., 1992, Uncertain information processing in expert systems
[10]
Conditional inference in subjective logic [J].
Josang, A ;
Grandison, T .
FUSION 2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE OF INFORMATION FUSION, VOLS 1 AND 2, 2003, :471-477