• DocumentCode
    1571699
  • Title

    An intelligent algorithm of data pre-processing in Web usage mining

  • Author

    Huiying, Zhang ; Wei, Liang

  • Author_Institution
    Sch. of Manage., Tianjin Univ., China
  • Volume
    4
  • fYear
    2004
  • Firstpage
    3119
  • Abstract
    Web usage mining is the application of data mining techniques to usage logs of large Web data repositories in order to produce results used in some aspects, such as Web site design, Web server design, users classification, creating adaptive Web sites and Web site personalization. Data preprocessing is a critical step in Web usage mining. The results of data preprocessing are relevant to the next steps, such as transaction identification, path analysis, association rules mining, sequential patterns mining, and so forth. An algorithm called "USIA" was presented and its advantage and disadvantage were analyzed, USIA is experimentally evaluated that not only its efficiency is high, but also it can identify user and session exactly.
  • Keywords
    Internet; Web design; classification; data mining; data structures; Web data repositories; Web server design; Web site design; Web usage mining; data mining techniques; data preprocessing; intelligent algorithm; users classification; Association rules; Cleaning; Data mining; Data preprocessing; Graphics; HTML; Pattern analysis; Web design; Web pages; Web server;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
  • Print_ISBN
    0-7803-8273-0
  • Type

    conf

  • DOI
    10.1109/WCICA.2004.1343095
  • Filename
    1343095