Compositional models for credal sets

被引:2
|
作者
Vejnarova, Jirina [1 ]
机构
[1] Czech Acad Sci, Inst Informat Theory & Automat, Pod Vodarenskou Vezi 4, Prague, Czech Republic
关键词
Imprecise probabilities; Credal sets; Multidimensional models; Conditional independence;
D O I
10.1016/j.ijar.2017.08.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present the composition operator, already known from probability, possibility, evidence and valuation-based systems theories, for credal sets. We prove that the proposed definition preserves all the properties enabling us to design compositional models in a way analogous to those in the above-mentioned theories. A special kind of compositional models, the so-called perfect sequences of credal sets, is studied in more detail and (among others) its relationship to perfect sequences of probability distributions is revealed. The theoretical results are illustrated by numerous simple examples. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:359 / 373
页数:15
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