• DocumentCode
    1611962
  • Title

    A dynamic load balancing strategy for generating association rule mining under a grid environment

  • Author

    Senhadji, S. ; Khiat, S. ; Belbachir, H.

  • Author_Institution
    Lab. LSSD, Univ. of Sci. & Technol. Mohamed Boudiaf, Oran, Algeria
  • fYear
    2012
  • Firstpage
    976
  • Lastpage
    981
  • Abstract
    The parallel and distributed systems represent one of the important solutions proposed to ameliorate the performance of the sequential association rule mining algorithms. However, parallelization and distribution process is not trivial and still facing many problems of synchronization, communication and workload balancing. In this paper we limited our study to the workload balancing problem. In this paper we propose a dynamic load balancing strategy of association rule mining algorithm under an environment of a grid. This strategy is built upon a hierarchical grid model with three levels "Super Coordinator, Coordinator, processing nodes". The main objective of our strategy is to reduce the complexity of the distributed association rule mining algorithms.
  • Keywords
    data mining; grid computing; parallel processing; resource allocation; distributed association rule mining algorithm; distributed system; distribution process; dynamic load balancing strategy; grid environment; hierarchical grid model; parallel system; parallelization process; processing node; sequential association rule mining algorithm; super coordinator; workload balancing problem; Association rules; Heuristic algorithms; Itemsets; Load management; Load modeling; Program processors; APRIORI algorithm; Association rule mining; Grid computer; Load balancing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sciences of Electronics, Technologies of Information and Telecommunications (SETIT), 2012 6th International Conference on
  • Conference_Location
    Sousse
  • Print_ISBN
    978-1-4673-1657-6
  • Type

    conf

  • DOI
    10.1109/SETIT.2012.6482044
  • Filename
    6482044