Uncertain random logic and uncertain random entailment

被引:9
|
作者
Liu, Yuhan [1 ]
Yao, Kai [2 ,3 ]
机构
[1] Univ Cincinnati, Dept Math Sci, Cincinnati, OH 45221 USA
[2] Univ Chinese Acad Sci, Sch Management, Beijing 100190, Peoples R China
[3] Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Uncertain random variable; Chance theory; Propositional logic; Entailment model; EXPECTED VALUE; FUZZY-LOGIC;
D O I
10.1007/s12652-017-0465-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Probabilistic logic and uncertain logic, as two branches of the multi-valued logic, have been proposed for dealing with knowledge with random factors and with human uncertainty, respectively. As a generalization, this paper proposes an uncertain random logic to deal with complex knowledge containing random factors and human uncertainty simultaneously, and derives a formula to calculate the truth value of an uncertain random proposition. As an inverse problem of the uncertain random logic, this paper also proposes an uncertain random entailment model which calculates the truth value of a function of some uncertain random propositions based on the truth values of some other functions of these uncertain random propositions. As a byproduct, a probabilistic entailment model is also discussed.
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页码:695 / 706
页数:12
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