On a plausible concept-wise multipreference semantics and its relations with self-organising maps
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Abstract (arXiv)
Inthispaperwedescribeaconcept-wisemulti-preferencesemantics for description logic which has its root in the preferential approach for modeling defeasible reasoning in knowledge representation. We argue that this proposal, beside satisfying some desired properties, such as KLM postulates, and avoiding the drowning problem, also defines a plausible notion of semantics. We motivate the plausibility of the concept-wise multi-preference semantics by developing a logical semantics of self-organising maps, which have been proposed as possible candidates to explain the psychological mechanisms underlying category generalisation, in terms of multi-preference interpretations.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Aug 2020.
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Citing papers per year: 2021: 4; 2022: 1.
5 papers.
- 2021A conditional, a fuzzy and a probabilistic interpretation of self-organising mapscited by 6
- 2021On the KLM properties of a fuzzy DL with Typicalitycited by 6
- 2022An ASP approach for reasoning on neural networks under a finitely many-valued semantics for weighted conditional knowledge basescited by 4
- 2021From Weighted Conditionals of Multilayer Perceptrons to Gradual Argumentation and Backcited by 1
- 2021From Common Sense Reasoning to Neural Network Models through Multiple Preferences: an overviewcited by 0
- 2022An ASP approach for reasoning on neural networks under a finitely many-valued semantics for weighted conditional knowledge bases2 Feb 2022
- 2021From Weighted Conditionals of Multilayer Perceptrons to Gradual Argumentation and Back7 Oct 2021
- 2021From Common Sense Reasoning to Neural Network Models through Multiple Preferences: an overview10 Jul 2021
- 2021On the KLM properties of a fuzzy DL with Typicality1 Jun 2021
- 2021A conditional, a fuzzy and a probabilistic interpretation of self-organising maps11 Mar 2021