So, what exactly is a qualitative calculus?
作者:
摘要
The paradigm of algebraic constraint-based reasoning, embodied in the notion of a qualitative calculus, is studied within two alternative frameworks. One framework defines a qualitative calculus as “a non-associative relation algebra (NA) with a qualitative representation”, the other as “an algebra generated by jointly exhaustive and pairwise disjoint (JEPD) relations”. These frameworks provide complementary perspectives: the first is intensional (axiom-based), whereas the second one is extensional (based on semantic structures). However, each definition admits calculi that lie beyond the scope of the other. Thus, a qualitatively representable NA may be incomplete or non-atomic, whereas an algebra generated by JEPD relations may have non-involutive converse and no identity element. The divergence of definitions creates a confusion around the notion of a qualitative calculus and makes the “what” question posed by Ligozat and Renz actual once again. Here we define the relation-type qualitative calculus unifying the intensional and extensional approaches. By introducing the notions of weak identity, inference completeness and Q-homomorphism, we give equivalent definitions of qualitative calculi both intensionally and extensionally. We show that “algebras generated by JEPD relations” and “qualitatively representable NAs” are embedded into the class of relation-type qualitative algebras.
论文关键词:Algebraic constraint-based reasoning,Qualitative reasoning,Qualitative calculus,Relation algebra
论文评审过程:Received 7 April 2020, Revised 1 September 2020, Accepted 8 September 2020, Available online 14 September 2020, Version of Record 17 September 2020.
论文官网地址:https://doi.org/10.1016/j.artint.2020.103385