• DocumentCode
    160657
  • Title

    CODE (Common Ontology DEvelopment): A Knowledge Integration Approach from Multiple Ontologies

  • Author

    Fudholi, Dhomas Hatta ; Rahayu, W. ; Pardede, Eric

  • Author_Institution
    Dept. of Comput. Sci. & Comput. Eng., La Trobe Univ., Melbourne, VIC, Australia
  • fYear
    2014
  • fDate
    13-16 May 2014
  • Firstpage
    751
  • Lastpage
    758
  • Abstract
    Ontology is used widely as a knowledge representation form. In the recent years, there is substantial growth of ontology utilization and development in different application domains that requires standardization and semantic interoperability. The increasing number in ontology development leads to overlapping in domain ontologies. Our approach called CODE (Common Ontology Development) is created to address the need for knowledge integration and reuse from distributed knowledge across multiple underlying ontologies. CODE is fully automated and it is a complete framework that aims to preserve source ontology knowledge. It uses natural language processing and scenario-based rules to ensure the accuracy of the integration mechanism. In addition, CODE can be used to merge more than two ontologies at the same time. To evaluate knowledge preservation and correctness in the proposed approach, SPARQL queries are used on the new integrated ontology and the results are verified against the source ontologies.
  • Keywords
    merging; natural language processing; ontologies (artificial intelligence); open systems; query languages; CODE; SPARQL queries; common ontology development; domain ontologies; knowledge integration approach; knowledge preservation; knowledge representation; multiple underlying ontologies; natural language processing; ontology merging; query language; semantic interoperability; Algorithm design and analysis; Clustering algorithms; Computer science; Merging; Natural language processing; Ontologies; Semantics; knowledge preservation; ontology integration; ontology merging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Information Networking and Applications (AINA), 2014 IEEE 28th International Conference on
  • Conference_Location
    Victoria, BC
  • ISSN
    1550-445X
  • Print_ISBN
    978-1-4799-3629-8
  • Type

    conf

  • DOI
    10.1109/AINA.2014.92
  • Filename
    6838739