• DocumentCode
    2862047
  • Title

    Clustering Web Surfers with Probabilistic Models in a Real Application

  • Author

    Liu, Yang ; Huang, Xiangji ; An, Aijun ; Promhouse, Gary

  • Author_Institution
    York University, Toronto, Canada
  • fYear
    2004
  • fDate
    20-24 Sept. 2004
  • Firstpage
    761
  • Lastpage
    765
  • Abstract
    The problem of modeling and predicting a Web surfer´s browsing patterns has gained increasing attention in recent years. In this paper we present our experience in clustering Web surfers using a mixture of Markov models with a real application of Livelink log data. We propose different techniques to improve the clustering performance, and evaluate the techniques through experiments.
  • Keywords
    Clustering algorithms; Clustering methods; Hidden Markov models; Internet; Navigation; Performance analysis; Predictive models; Time measurement; Uniform resource locators; Web pages;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Web Intelligence, 2004. WI 2004. Proceedings. IEEE/WIC/ACM International Conference on
  • Print_ISBN
    0-7695-2100-2
  • Type

    conf

  • DOI
    10.1109/WI.2004.10005
  • Filename
    1410915