Boolean algebras of conditionals, probability and logic

被引:17
作者
Flaminio, Tommaso [1 ]
Godo, Lluis [1 ]
Hosni, Hykel [2 ]
机构
[1] CSIC, Artificial Intelligence Res Inst IIIA, Campus UAB, Bellaterra 08193, Spain
[2] Univ Milan, Dept Philosophy, Via Festa Perdono 7, I-20122 Milan, Italy
关键词
Conditional probability; Conditional events; Boolean algebras; Preferential consequence relations; INFERENCE;
D O I
10.1016/j.artint.2020.103347
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an investigation on the structure of conditional events and on the probability measures which arise naturally in that context. In particular we introduce a construction which defines a (finite) Boolean algebra of conditionals from any (finite) Boolean algebra of events. By doing so we distinguish the properties of conditional events which depend on probability and those which are intrinsic to the logico-algebraic structure of conditionals. Our main result provides a way to regard standard two-place conditional probabilities as one-place probability functions on conditional events. We also consider a logical counterpart of our Boolean algebras of conditionals with links to preferential consequence relations for non-monotonic reasoning. The overall framework of this paper provides a novel perspective on the rich interplay between logic and probability in the representation of conditional knowledge. (C) 2020 The Authors. Published by Elsevier B.V.
引用
收藏
页数:35
相关论文
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