• DocumentCode
    1972431
  • Title

    An intelligent surfer model combining web contents and links based on simultaneous multiple-term query

  • Author

    Frikh, Bouchra ; Djanfar, Ahmad Said ; Ouhbi, Brahim

  • Author_Institution
    Ecole Super. de Technol., Fes
  • fYear
    2009
  • fDate
    10-13 May 2009
  • Firstpage
    543
  • Lastpage
    545
  • Abstract
    The PageRank algorithm, proposed by [Page et al., 1998] is used in the Google search engine to improve the results of requests by taking into account the link structure of the Web. PageRank give the same weight to all pages that is the surfer model is proposed using a uniform distribution. Richardson and Domingoshave proposed a more interesting and intelligent surfer model combining the link and content information in PageRank. Given a multiple term query, the surfer selects a term according to some probability distribution and uses that term to guide its behavior. We propose to improve this algorithm by using a simultaneous multiple-terms query model. Firstly we propose a measure of relevance of a page to a simultaneous multiple terms query. Then we develop our performed intelligent surfer model. To evaluate the performance, we have tested our algorithm on the "Moroccan ministry tourism\´s Web and show that the performance is superior to that obtained by the existing algorithms.
  • Keywords
    Internet; data mining; query processing; search engines; statistical distributions; Google search engine; Moroccan ministry tourism Web; PageRank algorithm; Web content link structure; Web mining; intelligent surfer model; probability distribution; simultaneous multiple-term query model; uniform distribution; Algorithm design and analysis; Information analysis; Intelligent structures; Pattern analysis; Performance analysis; Probability distribution; Search engines; Testing; Web pages; Web sites; Link analysis; Web mining; content analysis; relevance measure; simultaneous multiple terms query;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Systems and Applications, 2009. AICCSA 2009. IEEE/ACS International Conference on
  • Conference_Location
    Rabat
  • Print_ISBN
    978-1-4244-3807-5
  • Electronic_ISBN
    978-1-4244-3806-8
  • Type

    conf

  • DOI
    10.1109/AICCSA.2009.5069377
  • Filename
    5069377