• DocumentCode
    2102162
  • Title

    A Layered Recursive Construction Algorithm and a visualization method for concept lattice

  • Author

    Xiaozhen Tao ; Wendong Zhao ; Yi Wei ; Chang Tian

  • Author_Institution
    Inst. of Commun. Eng., PLA Univ. of Sci. & Technol., Nanjing, China
  • fYear
    2012
  • fDate
    9-11 Nov. 2012
  • Firstpage
    317
  • Lastpage
    323
  • Abstract
    As an efficient tool for data analysis, Formal Concept Analysis (FCA) is widely used in domains of software engineering and machine learning. The construction of concept lattice is the core step of FCA. A Layered Recursive Construction Algorithm (LRCA) is proposed in this paper. It creates direct child concepts for every concept and adopts the method of logical operation of attribute vectors to guarantee only direct child concepts can be produced. And it uses layered examining method to guarantee creating child concepts for each parent only once. A simulation experiment is done for performance evaluation. The experimental result shows that LRCA can greatly raise the processing ability by more than 6 times. In addition, a heuristic method is given for concept lattice visualization. It can automatically draw distinct and neat concept lattice diagram, and make the crosses of edges as few as possible.
  • Keywords
    data visualisation; formal concept analysis; FCA; LRCA; attribute vectors; concept lattice visualization; data analysis; formal concept analysis; heuristic method; layered examining method; layered recursive construction algorithm; logical operation; machine learning; performance evaluation; simulation experiment; software engineering; visualization method; concept lattice; construction; recursive; vector; vitualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Technology (ICCT), 2012 IEEE 14th International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4673-2100-6
  • Type

    conf

  • DOI
    10.1109/ICCT.2012.6511236
  • Filename
    6511236