Prototype theories are an important family of cognitive theories of concepts that model the classification under a concept in terms of the proximity of an object to the prototype of the concept. While logic-based definitions of concepts are standard in Description Logics and OWL, prototype-based definitions are not directly available, although they are very useful whenever we need to model commonsense concepts or data dependent classifications. We propose a strategy to define prototypes in OWL enriched with SWRL (SemanticWeb Rule Language). By means of data properties we model the weighted features of prototypes, and, by using SWRL constraints, we implement the computation of the proximity of an instance to a prototype. We also leverage a foundational ontology to provide semantics of the features occurring in prototype descriptions. We exemplify our treatment in Protégé.

An Ontological Modelling of Prototype Theories

Confalonieri R.;
2023

Abstract

Prototype theories are an important family of cognitive theories of concepts that model the classification under a concept in terms of the proximity of an object to the prototype of the concept. While logic-based definitions of concepts are standard in Description Logics and OWL, prototype-based definitions are not directly available, although they are very useful whenever we need to model commonsense concepts or data dependent classifications. We propose a strategy to define prototypes in OWL enriched with SWRL (SemanticWeb Rule Language). By means of data properties we model the weighted features of prototypes, and, by using SWRL constraints, we implement the computation of the proximity of an instance to a prototype. We also leverage a foundational ontology to provide semantics of the features occurring in prototype descriptions. We exemplify our treatment in Protégé.
2023
CEUR Workshop Proceedings
9th Workshop on Formal and Cognitive Reasoning, FCR 2023
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11577/3504776
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