• DocumentCode
    3014993
  • 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
  • fYear
    2012
  • fDate
    27-29 Nov. 2012
  • Firstpage
    166
  • Lastpage
    171
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
  • Conference_Location
    Kochi
  • ISSN
    2164-7143
  • Print_ISBN
    978-1-4673-5117-1
  • Type

    conf

  • DOI
    10.1109/ISDA.2012.6416531
  • Filename
    6416531