• DocumentCode
    2305090
  • Title

    An Improved Incremental Algorithm for Constructing Concept Lattices

  • Author

    Yu, Yuan ; Qian, Xu ; Zhong, Feng ; Li, Xiao-Rui

  • Author_Institution
    Sch. of Mech. Electron. & Inf. Eng., China Univ. of Min. & Technol., Beijing, China
  • Volume
    4
  • fYear
    2009
  • fDate
    19-21 May 2009
  • Firstpage
    401
  • Lastpage
    405
  • Abstract
    The concept lattice produced from a binary relation has been proved useful for many applications. How to construct it efficiently is a difficult but challenging task. In this article, the authors present an improved incremental algorithm, which, through tracking the most general concept with the same attributes in the intent of the newly-added object for each concept in the original concept lattice, greatly reduces the judgement of a concept to be an old node or not by comparing its common attributes to that of its parent concepts; furthermore, the improved algorithm limits the search space of parents of a newly added concept to the parent nodes of the corresponding generator and consequently improves the execution speed of the algorithm. Complexity analysis is given in the end to demonstrate the effectiveness of our new algorithm.
  • Keywords
    data analysis; knowledge representation; complexity analysis; concept lattices; execution speed; incremental algorithm; newly-added object; Algorithm design and analysis; Application software; Data analysis; Information analysis; Lattices; Mathematics; Software algorithms; Software engineering; Terminology; concept lattice; formal context; incremental algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Software Engineering, 2009. WCSE '09. WRI World Congress on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-0-7695-3570-8
  • Type

    conf

  • DOI
    10.1109/WCSE.2009.301
  • Filename
    5319583