• DocumentCode
    3511073
  • Title

    An Algorithm Based on Concept-Matrix for Building Concept Lattice with Hasse

  • Author

    Wang, Sujing ; Chen, Zhen ; Wang, Dongjing

  • Author_Institution
    Jilin Univ., Jilin
  • fYear
    2007
  • fDate
    21-25 Sept. 2007
  • Firstpage
    5593
  • Lastpage
    5596
  • Abstract
    As the core data structure of FCA (formal concept analysis), concept lattice has been widely used in the field of machine learning and data mining. It is useful to study algorithms of building concept lattice in practical applications. There are several of algorithms of building concept lattice which have been developed. This paper presents an efficient algorithm named CMCG (concept- matrix based concepts generation) for building concept lattice and corresponding Hasse graph based on concept- matrix which is a novel notion. The Algorithm CMCG finds all lower neighbors of concept by using the rank of attribute in concept-matrix and generate corresponding Hasse graph. The validity of the algorithm was proved in theory and by experiment. The pseudo codes of CMCG Algorithm are given and that performance of CMCG is superior to one of Lattice Algorithm is proved at end.
  • Keywords
    data mining; learning (artificial intelligence); matrix algebra; Hasse graph; concept lattice building; concept-matrix; concepts generation; data mining; formal concept analysis; machine learning; Algorithm design and analysis; Buildings; Data mining; Data structures; Itemsets; Lattices; Machine learning; Machine learning algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-1311-9
  • Type

    conf

  • DOI
    10.1109/WICOM.2007.1370
  • Filename
    4341145