• DocumentCode
    306384
  • Title

    A pattern-based clustering strategy for object-oriented databases

  • Author

    Chen, Yaw-Huei ; Lai, Jau-Kuei ; Lee, Chiang

  • Author_Institution
    Dept. of MIS, Nastional Pingtung Polytech. Inst., Taiwan
  • Volume
    2
  • fYear
    1996
  • fDate
    14-17 Oct 1996
  • Firstpage
    971
  • Abstract
    Due to the navigational characteristic, queries in an object-oriented database system (OODBS) often access a series of related objects. A clustering strategy can be used to place related objects on the same disk page such that the number of I/O operations required for query processing can be reduced. Therefore, the clustering strategy is important for improving the performance of OODBSs. In this research, we propose a new clustering strategy which uses both the object affinity and access pattern information to cluster objects. We first use a set of queries to generate the training traces. Each query produces a graph that represents the access pattern of the query. Then, we use these patterns as clustering units to group objects. If the size of objects in one graph is larger than the size of one disk page, we partition the objects in the graph. Simulation results of our new clustering strategy are also included
  • Keywords
    database theory; graph theory; object-oriented databases; optimisation; pattern recognition; query processing; access pattern information; disk page; heuristic method; object affinity; object partition; object-oriented databases; pattern-based clustering; query processing; related objects; CADCAM; Clustering algorithms; Computer aided manufacturing; Computer aided software engineering; Database systems; Navigation; Object oriented databases; Object oriented modeling; Query processing; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1996., IEEE International Conference on
  • Conference_Location
    Beijing
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-3280-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.1996.571207
  • Filename
    571207