• DocumentCode
    3459153
  • Title

    Dynamic load balancing of large-scale distributed association rule mining

  • Author

    Tlili, Raja ; Slimani, Yahya

  • Author_Institution
    Dept. of Comput. Sci., Fac. of Sci. of Tunis, El- Manar, Tunisia
  • fYear
    2011
  • fDate
    4-7 Dec. 2011
  • Firstpage
    553
  • Lastpage
    558
  • Abstract
    The focus of this paper is to propose a dynamic load balancing strategy for parallel association rule mining algorithms in the context of a Grid computing environment. This strategy is built upon a distributed model which necessitates small overheads in the communication costs for load updates and for both data and work transfers. It also supports the heterogeneity of the system and it is fault tolerant.
  • Keywords
    data mining; grid computing; parallel processing; resource allocation; communication costs; data transfers; distributed model; dynamic load balancing strategy; fault tolerant; grid computing environment; large-scale distributed association rule mining; load updates; parallel association rule mining algorithms; system heterogeneity; work transfers; Association rules; Heuristic algorithms; Itemsets; Load management; Silicon; Association rules; Dynamic load balancing; Grid computing; Parallel association mining; Performance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Applications and Industrial Electronics (ICCAIE), 2011 IEEE International Conference on
  • Conference_Location
    Penang
  • Print_ISBN
    978-1-4577-2058-1
  • Type

    conf

  • DOI
    10.1109/ICCAIE.2011.6162196
  • Filename
    6162196