• DocumentCode
    1654315
  • Title

    Fuzzy Reasoning over RDF Data Using OWL Vocabulary

  • Author

    Liu, Chang ; Qi, Guilin ; Wang, Haofen ; Yu, Yong

  • Author_Institution
    Shanghai Jiaotong Univ., Shanghai, China
  • Volume
    1
  • fYear
    2011
  • Firstpage
    162
  • Lastpage
    169
  • Abstract
    In this paper, we propose fuzzy pD* semantics which generalizes pD* semantics to reason over fuzzy RDF data using OWL vocabulary. We first define the notions of fuzzy RDF graph and fuzzy pD* interpretation. We then present a set of fuzzy pD*entailment rules and define the Best Degree Bound (BDB) of a triple derived from a fuzzy RDF graph. We show the existence of the BDB of an arbitrary triple. After that, we generalize the partial and full pD* closures to obtain the BDBs of derived triples. We show that the partial fuzzy closure exists and can be computed within polynomial time. Finally, we prove soundness and completeness results for the entailment relation. We also prove that the consistency checking is in P, the entailment is NP-complete, and in P if the target fuzzy RDF graph is ground. Therefore, extending the pD* semantics with fuzzy semantics does not increase the computational complexity.
  • Keywords
    computational complexity; fuzzy reasoning; graph theory; knowledge representation languages; semantic Web; vocabulary; NP-complete problem; OWL vocabulary; best degree bound; computational complexity; consistency checking; fuzzy RDF data; fuzzy RDF graph; fuzzy pD* interpretation; fuzzy pD* semantics; fuzzy pD*entailment rules; fuzzy reasoning; partial fuzzy closure; polynomial time; resource description framework; Computational complexity; OWL; Ontologies; Polynomials; Resource description framework; Semantics; Vocabulary; Fuzzy Logic; OWL; Semantic Web;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011 IEEE/WIC/ACM International Conference on
  • Conference_Location
    Lyon
  • Print_ISBN
    978-1-4577-1373-6
  • Electronic_ISBN
    978-0-7695-4513-4
  • Type

    conf

  • DOI
    10.1109/WI-IAT.2011.119
  • Filename
    6040513