• DocumentCode
    3073290
  • Title

    A Fast Updated Frequent Pattern Tree

  • Author

    Hong, Tzung-Pei ; Lin, Jun-Wei ; Wu, Yu-Lung

  • Author_Institution
    Nat. Univ. of Kaohsiung, Kaohsiung
  • Volume
    3
  • fYear
    2006
  • fDate
    8-11 Oct. 2006
  • Firstpage
    2167
  • Lastpage
    2172
  • Abstract
    In this paper, we attempt to modify the FP-tree construction algorithm for efficiently handling new transactions. A fast updated FP-tree (FUFP-tree) structure is proposed, which makes the tree update process become easier. An incremental FUFP-tree maintenance algorithm is also proposed for reducing the execution time in reconstructing the tree when new transactions are inserted. Experimental results show that the proposed FUFP-tree maintenance algorithm runs faster than the batch FP-tree construction algorithm for handling new transactions and generates nearly the same tree structure as the FP-tree algorithm. The proposed approach can thus achieve a good trade-off between execution time and tree complexity.
  • Keywords
    data mining; trees (mathematics); FP-tree construction algorithm; fast updated frequent pattern tree; incremental FUFP-tree maintenance algorithm; tree complexity; Association rules; Clustering algorithms; Data mining; Itemsets; Iterative algorithms; Multimedia databases; Partitioning algorithms; Relational databases; Transaction databases; Tree data structures;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
  • Conference_Location
    Taipei
  • Print_ISBN
    1-4244-0099-6
  • Electronic_ISBN
    1-4244-0100-3
  • Type

    conf

  • DOI
    10.1109/ICSMC.2006.385182
  • Filename
    4274188