Title :
Fuzz-Onto: A meta-ontology for representing fuzzy elements and supporting fuzzy classification rules
Author :
Yaguinuma, C. ; Santos, Marilde T. P. ; Camargo, H.A. ; Nicoletti, M.C. ; Nogueira, T.M.
Author_Institution :
Dept. of Comput. Sci., Fed. Univ. of Sao Carlos (UFSCar), Sao Carlos, Brazil
Abstract :
Ontologies have been employed in applications that require semantic information representation and processing. However, traditional ontologies are not suitable to express fuzzy or vague information, which often occurs in human vocabulary as well as in several application domains. To deal with this limitation, concepts from the Fuzzy Set Theory can be incorporated into ontologies making it possible to represent and reason over fuzzy or vague knowledge. In this context, this paper proposes Fuzz-Onto, a meta-ontology for representing fuzzy ontologies which, so far, models fuzzy concepts, fuzzy relationships and fuzzy properties. In particular, the representation of fuzzy properties and linguistic terms makes it possible to combine fuzzy modeling in ontologies with existing fuzzy rule-based classification methods. The paper also presents a case study in the knowledge domain of scientific documents as an instantiation of the modeling-inference articulation.
Keywords :
computational linguistics; fuzzy set theory; inference mechanisms; ontologies (artificial intelligence); pattern classification; fuzz-onto; fuzzy classification rules; fuzzy concepts; fuzzy element representation; fuzzy properties; fuzzy relationships; fuzzy rule-based classification methods; fuzzy set theory; linguistic terms; meta-ontology; modeling-inference articulation; semantic information representation; Abstracts; Cognition; Fuzzy reasoning; OWL; Ontologies; Pragmatics; Proposals; Classification methods; Fuzzy Ontology; Fuzzy Rule-Based Reasoning; Knowledge Representation;
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
Conference_Location :
Kochi
Print_ISBN :
978-1-4673-5117-1
DOI :
10.1109/ISDA.2012.6416531