In the last years, we are witnessing an increase of real-world applications of fuzzy ontologies. Most fuzzy ontologies are based on type-1 fuzzy logic, and type-2 fuzzy ontologies have not yet received such attention so far. Furthermore, there exists an important gap between type-2 knowledge representation formalisms (type-2 Description Logics) and type-2 fuzzy ontology applications. In this paper, we propose a formal framework for type-2 fuzzy ontologies taking into account the needs of existing applications. Essentially, our approach makes it possible to manage some uncertainty in the fuzzy membership functions used in the fuzzy datatypes and in the degrees of truth of the axioms. We define a type-2 Description Logic, a reasoning algorithm, and give a Fuzzy OWL 2 specification of it.
Generalizing Type-2 Fuzzy Ontologies and Type-2 Fuzzy Description Logics
Straccia U
2017
Abstract
In the last years, we are witnessing an increase of real-world applications of fuzzy ontologies. Most fuzzy ontologies are based on type-1 fuzzy logic, and type-2 fuzzy ontologies have not yet received such attention so far. Furthermore, there exists an important gap between type-2 knowledge representation formalisms (type-2 Description Logics) and type-2 fuzzy ontology applications. In this paper, we propose a formal framework for type-2 fuzzy ontologies taking into account the needs of existing applications. Essentially, our approach makes it possible to manage some uncertainty in the fuzzy membership functions used in the fuzzy datatypes and in the degrees of truth of the axioms. We define a type-2 Description Logic, a reasoning algorithm, and give a Fuzzy OWL 2 specification of it.| File | Dimensione | Formato | |
|---|---|---|---|
|
prod_369432-doc_123183.pdf
accesso aperto
Descrizione: Generalizing Type-2 Fuzzy Ontologies and Type-2 Fuzzy Description Logics
Tipologia:
Versione Editoriale (PDF)
Dimensione
1.02 MB
Formato
Adobe PDF
|
1.02 MB | Adobe PDF | Visualizza/Apri |
|
prod_369432-doc_124024.pdf
solo utenti autorizzati
Descrizione: Generalizing Type-2 Fuzzy Ontologies and Type-2 Fuzzy Description Logics
Tipologia:
Versione Editoriale (PDF)
Dimensione
749.65 kB
Formato
Adobe PDF
|
749.65 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
|
prod_369432-doc_147627.pdf
accesso aperto
Descrizione: Generalizing Type-2 Fuzzy Ontologies and Type-2 Fuzzy Descript
Tipologia:
Versione Editoriale (PDF)
Dimensione
805.35 kB
Formato
Adobe PDF
|
805.35 kB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


