• DocumentCode
    1904411
  • Title

    Mining Web logs for a personalized recommender system

  • Author

    Puntheeranurak, Sutheera ; Tsuji, Hidekazu

  • Author_Institution
    Graduate Sch. of Eng., Tokai Univ., Kanagawa, Japan
  • fYear
    2005
  • fDate
    27-30 June 2005
  • Firstpage
    445
  • Lastpage
    448
  • Abstract
    As the Web rapidly grows, however, the number of matching pages increases at a tremendous rate when users use the search engine for finding some information. It is not easy for a user to retrieve the exact information he/she requires. In particular, browsing a Web set is an expensive operation, both in time and cognitive effort. Recommender systems have then become valuable resources for users seeking intelligent ways to search through the enormous volume of information available to them. In this paper we propose a new framework based on Web logs mining for building a personalized recommender system. At the core of personalization is the task of building a profile of the user. We have developed an approach that user´s information learned from user´s Web logs data to construct accurate comprehensive individual profiles. One part of this profile contains facts about a user, and the other part contains rules describing that user´s behavior. We use Web usage mining to derive the behavioral rules from the data.
  • Keywords
    Internet; data mining; information filters; information retrieval; Web log mining; Web usage mining; information retrieval; personalized recommender system; relevance feedback; search engine; user behavioral rule derivation; user profile; Association rules; Buildings; Data mining; Filtering; Information retrieval; Information technology; Recommender systems; Search engines; Web pages; Web sites;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology: Research and Education, 2005. ITRE 2005. 3rd International Conference on
  • Print_ISBN
    0-7803-8932-8
  • Type

    conf

  • DOI
    10.1109/ITRE.2005.1503162
  • Filename
    1503162