THE TRANSFERABLE BELIEF MODEL

被引:1606
作者
SMETS, P
KENNES, R
机构
[1] IRIDIA, Université Libre de Bruxelles, 1050 Brussels, 50 av. F. Roosevelt
关键词
BELIEF FUNCTION; DEMPSTER-SHAFER THEORY; QUANTIFIED BELIEFS;
D O I
10.1016/0004-3702(94)90026-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe the transferable belief model, a model for representing quantified beliefs based on belief functions. Beliefs can be held at two levels: (1) a credal level where beliefs are entertained and quantified by belief functions, (2) a pignistic level where beliefs can be used to make decisions and are quantified by probability functions. The relation between the belief function and the probability function when decisions must be made is derived and justified. Four paradigms are analyzed in order to compare Bayesian, upper and lower probability, and the transferable belief approaches.
引用
收藏
页码:191 / 234
页数:44
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