• DocumentCode
    2185161
  • Title

    Replica Selection in Data Grids Using Preconditioning of Decision Attributes by K-means Clustering (K-RSDG)

  • Author

    Almuttairi, Rafah M. ; Wankar, Rajeev ; Negi, Atul ; Rao, C.R.

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Hyderabad, Hyderabad, India
  • fYear
    2010
  • fDate
    9-11 Dec. 2010
  • Firstpage
    18
  • Lastpage
    23
  • Abstract
    This paper extends the applicability of the Rough Set Replica Selection Strategy in Data Grids, RSDG, proposed previously for such situations where the history of replica sites is unavailable. Grey based Rough Set Theory is applied using replicas information only as an input data. The Decision attributes are derived applying Grey based K-means clustering algorithm upon the input data. Each cluster label of K clusters represents a class of Decision attribute in the Decision Table of the rough set. Comparing to the previous work the synthetic data experimentation shows the improvement in the overall performance.
  • Keywords
    grey systems; grid computing; pattern clustering; rough set theory; K-RSDG; data grids; decision attribute; grey based k-means clustering algorithm; grey based rough set theory; rough set replica selection; Data Grid; Grey based K_means clustering algorithm; Replica Selection Strategies; Rough Set theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology for Real World Problems (VCON), 2010 Second Vaagdevi International Conference on
  • Conference_Location
    Warangal
  • Print_ISBN
    978-1-4244-9628-0
  • Type

    conf

  • DOI
    10.1109/VCON.2010.11
  • Filename
    5692990