• DocumentCode
    3474683
  • Title

    A fuzzy FCA-based approach for citation-based document retrieval

  • Author

    Quan, Thanh Tho ; Hui, Siu Cheung ; Cao, Tru Hoang

  • Author_Institution
    Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
  • Volume
    1
  • fYear
    2004
  • fDate
    1-3 Dec. 2004
  • Firstpage
    578
  • Abstract
    In this paper, we propose a fuzzy FCA (formal concept analysis) based approach to conceptual clustering for citation-based document retrieval. In the proposed approach, fuzzy logic is first incorporated into FCA to form a fuzzy concept lattice that can handle vague and uncertain information. A fuzzy conceptual clustering technique is then performed to cluster the fuzzy concept lattice into conceptual clusters and construct a concept hierarchy. Fuzzy query can then be formulated for document retrieval. The proposed fuzzy FCA-based approach has been applied to a citation database for fuzzy document retrieval. The performance of the citation-based document retrieval system is evaluated and presented in the paper.
  • Keywords
    citation analysis; fuzzy logic; information retrieval; FCA-based approach; citation database; citation-based document retrieval; clustering technique; formal concept analysis; fuzzy concept lattice; fuzzy logic; Character generation; Citation analysis; Data engineering; Data mining; Fuzzy logic; Fuzzy sets; Information retrieval; Information technology; Lattices; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cybernetics and Intelligent Systems, 2004 IEEE Conference on
  • Print_ISBN
    0-7803-8643-4
  • Type

    conf

  • DOI
    10.1109/ICCIS.2004.1460480
  • Filename
    1460480