• DocumentCode
    2851681
  • Title

    Alpha Galois lattices

  • Author

    Ventos, Véronique ; Soldano, Henry ; Lamadon, Thibaut

  • Author_Institution
    L.R.I., UMR-CNRS 8623, Univ. Paris-Sud, Orsay, France
  • fYear
    2004
  • fDate
    1-4 Nov. 2004
  • Firstpage
    555
  • Lastpage
    558
  • Abstract
    In many applications there is a need to represent a large number of data by clustering them in a hierarchy of classes. Our basic representation is a Galois lattice, a structure that exhaustively represents the whole set of concepts that are distinguishable given the instance set and the representation language. What we propose here is a method to reduce the size of the lattice, and thus simplify our view of the data, while conserving its formal structure and exhaustivity. For that purpose we use a preliminary partition of the instance set, representing the association of a "type" to each instance. By redefining the notion of extent of a term in order to cope, to a certain degree (denoted as α), with this partition, we define a particular family of Galois lattices denoted as alpha Galois lattices. We also discuss the related implication rules defined as inclusion of such α-extents.
  • Keywords
    Galois fields; data mining; lattice theory; alpha Galois lattices; clustering algorithm; instance set partition; representation language; Association rules; Data mining; Electronic catalog; Frequency; Lattices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Mining, 2004. ICDM '04. Fourth IEEE International Conference on
  • Print_ISBN
    0-7695-2142-8
  • Type

    conf

  • DOI
    10.1109/ICDM.2004.10028
  • Filename
    1410359