• DocumentCode
    3386957
  • Title

    An Ant Colony based algorithm for optimal selection of Materialized view

  • Author

    Song, Xiangqian ; Gao, Lin

  • Author_Institution
    Sch. of Comput. & Control, Guilin Univ. of Electron. Technol., Guilin, China
  • fYear
    2010
  • fDate
    22-24 Oct. 2010
  • Firstpage
    534
  • Lastpage
    536
  • Abstract
    The problem of Materialized view selection is one key issue in improving response time of complex queries in data warehouse. In this paper we proposed an Ant Colony based algorithm which is efficient compared with Genetic Algorithm (GA), a popular algorithm for materialized view selection. Given space limitation, our algorithm could minimize total query cost as much as possible. Based on evaporation mechanism and positive feedback of Ant Colony Algorithm, our approach could achieve sub-optimal selection in global search area. Experimental results show that our algorithm is much more efficient than GA algorithm with varying space limitations.
  • Keywords
    data handling; data warehouses; genetic algorithms; state feedback; GA; ant colony based algorithm; data warehouse; evaporation mechanism; genetic algorithm; materialized view selection; optimal selection; positive feedback; response time improvement; space limitation; total query cost; Standards; Ant Colony Algorithm; Data Warehouse; Materialized view;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computing and Integrated Systems (ICISS), 2010 International Conference on
  • Conference_Location
    Guilin
  • Print_ISBN
    978-1-4244-6834-8
  • Type

    conf

  • DOI
    10.1109/ICISS.2010.5654879
  • Filename
    5654879