• DocumentCode
    635865
  • Title

    A new measure of groups perturbation

  • Author

    Krawczak, M. ; Szkatula, G.

  • Author_Institution
    Syst. Res. Inst., Warsaw Sch. of Inf. Technol., Warsaw, Poland
  • fYear
    2013
  • fDate
    24-28 June 2013
  • Firstpage
    1291
  • Lastpage
    1296
  • Abstract
    Defining a proper measure of proximity (or remoteness) between two groups of objects is of crucial importance in applied research. Much attention has been paid to consideration of continuous-valued attributes while nominal-valued attributes seems to be more difficult to handle. In this paper we defined non empty groups of objects, and each group is described as K-tuple sets of attributes values. Next, we defined interactions between two groups and description of the groups interactions. Instead of considering dissimilarities between groups, we introduced a measure of perturbation of one group by another. The introduced measure is in general asymmetrical, and therefore cannot be considered as the distance between the groups. The measure of perturbation one group by another group can be applied to e.g. clustering problems. The proposed method is both hierarchical and agglomerative, and is characterized by high speed of computation as well as surprising good accuracy of grouping.
  • Keywords
    pattern matching; perturbation techniques; set theory; K-tuple sets; agglomerative method; attributes values; group perturbation; hierarchical method; set theory; Algorithm design and analysis; Clustering algorithms; Educational institutions; Encoding; Indexes; Information technology; Set theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
  • Conference_Location
    Edmonton, AB
  • Type

    conf

  • DOI
    10.1109/IFSA-NAFIPS.2013.6608588
  • Filename
    6608588