• DocumentCode
    3209338
  • Title

    An improved apriori algorithm

  • Author

    Chang, Rui ; Liu, Zhiyi

  • Author_Institution
    Sch. of Inf. & Eng., CZU, Changzhou, China
  • Volume
    1
  • fYear
    2011
  • fDate
    29-31 July 2011
  • Abstract
    In this study, it proposes a new optimization algorithm called APRIORI-IMPROVE based on the insufficient of Apriori. APRIORI-IMPROVE algorithm presents optimizations on 2-items generation, transactions compression and so on. APRIORI-IMPROVE uses hash structure to generate L2, uses an efficient horizontal data representation and optimized strategy of storage to save time and space. The performance study shows that APRIORI-IMPROVE is much faster than Apriori.
  • Keywords
    data mining; optimisation; apriori improve algorithm; hash structure; horizontal data representation; improved apriori algorithm; optimization; Algorithm design and analysis; Tin; Apriori algorithm; association rule; hash structure; mixed type structuret;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics and Optoelectronics (ICEOE), 2011 International Conference on
  • Conference_Location
    Dalian, Liaoning
  • Print_ISBN
    978-1-61284-275-2
  • Type

    conf

  • DOI
    10.1109/ICEOE.2011.6013148
  • Filename
    6013148