13 citations · 39 across the 11 of their papers we have counts for
11 papers
From Common Sense Reasoning to Neural Network Models through Multiple Preferences: an overview
Laura Giordano, Valentina Gliozzi, Daniele Theseider Dupré
In this paper we discuss the relationships between conditional and preferential logics and neural network models, based on a multi-preferential semantics. We propose a concept-wise…
A conditional, a fuzzy and a probabilistic interpretation of self-organising maps
Laura Giordano, Valentina Gliozzi, Daniele Theseider Dupré
In this paper we establish a link between fuzzy and preferential semantics for description logics and Self-Organising Maps, which have been proposed as possible candidates to expla…
On a plausible concept-wise multipreference semantics and its relations with self-organising maps
Laura Giordano, Valentina Gliozzi, Daniele Theseider Dupré
Inthispaperwedescribeaconcept-wisemulti-preferencesemantics for description logic which has its root in the preferential approach for modeling defeasible reasoning in knowledge rep…
Reasoning about Typicality and Probabilities in Preferential Description Logics
Laura Giordano, Valentina Gliozzi, Antonio Lieto +2
In this work we describe preferential Description Logics of typicality, a nonmonotonic extension of standard Description Logics by means of a typicality operator T allowing to exte…
Reasoning about exceptions in ontologies: from the lexicographic closure to the skeptical closure
Laura Giordano, Valentina Gliozzi
Reasoning about exceptions in ontologies is nowadays one of the challenges the description logics community is facing. The paper describes a preferential approach for dealing with…
Self-organizing maps and generalization: an algorithmic description of Numerosity and Variability Effects
Valentina Gliozzi, Kim Plunkett
Category, or property generalization is a central function in the human cognition. It plays a crucial role in a variety of domains, such as learning, everyday reasoning, specialize…