• DocumentCode
    3410558
  • Title

    Attribute Reduction Algorithm Based on Discernibility Matrix of Skowron and Itemset Lattice

  • Author

    Jiang, Baoqing ; Liang, Meng ; Mei, Ling

  • Author_Institution
    Inst. of Data & Knowledge Eng., Henan Univ., Kaifeng, China
  • Volume
    3
  • fYear
    2010
  • fDate
    23-24 Oct. 2010
  • Firstpage
    117
  • Lastpage
    121
  • Abstract
    Attribute reduction algorithm for decision table based on Skowron´s discernibility matrix which is hardly decide the independence of the subset of condition attribute relative to decision attribute. In this paper, we firstly use item set lattice on Skowron´s discernibility matrix, and then search the item set lattice, at last use Boundary algorithm to get reduction sets. Experimental result indicates that the proposed method can get all reduction sets and don´t need to verify the problem of independence.
  • Keywords
    Boolean algebra; attribute grammars; decision tables; matrix algebra; set theory; Skowron discernibility matrix; attribute reduction algorithm; boundary algorithm; decision table; discernibility matrix; Algorithm design and analysis; Classification algorithms; Itemsets; Knowledge engineering; Lattices; Attribute reduction; Boundary algorithm; discernibility matrix; independence; itemset lattice;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Artificial Intelligence and Computational Intelligence (AICI), 2010 International Conference on
  • Conference_Location
    Sanya
  • Print_ISBN
    978-1-4244-8432-4
  • Type

    conf

  • DOI
    10.1109/AICI.2010.264
  • Filename
    5656253