• DocumentCode
    1275061
  • Title

    Web content recommender system based on consumer behavior modeling

  • Author

    Fong, A.C.M. ; Zhou, Baoyao ; Hui, S.C. ; Hong, Guan Y. ; Do, The Anh

  • Author_Institution
    Auckland Univ. of Technol., Auckland, New Zealand
  • Volume
    57
  • Issue
    2
  • fYear
    2011
  • fDate
    5/1/2011 12:00:00 AM
  • Firstpage
    962
  • Lastpage
    969
  • Abstract
    Web surfing has become a popular activity for many consumers who not only make purchases online, but also seek relevant information on products and services before they commit to buy. The authors propose a web recommender that models user habits and behaviors by constructing a knowledge base using temporal web access patterns as input. Fuzzy logic is applied to represent real-life temporal concepts and requested resources of periodic pattern-based web access activities. The fuzzy representation is used to construct a knowledge base of the user´s web access habits and behaviors, which is used to provide timely personalized recommendations to the user. The proposed approach is applicable to delivery of recommendations on consumers´ portable devices because compute-intensive processing is performed offline and in advance. With the increasing availability and popularity of webenabled consumer mobile devices, it is believed that the CE world of tomorrow will be increasingly web-oriented. Experiments conducted to evaluate the performance of the proposed approach have shown very good results.
  • Keywords
    Web services; fuzzy logic; mobile handsets; Web content recommender system; Web-enabled consumer mobile devices; compute-intensive processing; consumer behavior modeling; fuzzy logic; performance evaluation; periodic pattern-based Web access activity; portable devices; real-life temporal concepts; Association rules; Consumer behavior; Context; Knowledge based systems; Recommender systems; Semantics; Consumer behavior modeling; consumer internet application; personalization; web content recommender;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2011.5955246
  • Filename
    5955246