• DocumentCode
    3542780
  • Title

    The impact of negative preferences on a recommendation process

  • Author

    Hamed, Latifa Baba ; Abbar, Sofiane ; Haouari, Amine

  • Author_Institution
    RIIR Lab., Univ. of Oran, Oran, Algeria
  • fYear
    2012
  • fDate
    10-12 May 2012
  • Firstpage
    675
  • Lastpage
    680
  • Abstract
    Modern recommender systems rely on user feedback to provide high quality recommendations. User feedback communicates information about the user interests and preferences. However, in most existing recommender systems, only the positive preferences are taken into account in the recommendation process. We are trying, through this paper, to show the impact of negatives preferences on the recommendation process. To do this, we propose a system for recommending movies which combines positive and negative preferences to estimate the utility of a given movie for a given user. Our first experiments show that taking into account the negative preferences has a positive impact on the relevance of the recommendations made by the system.
  • Keywords
    entertainment; human factors; recommender systems; movie recommendation process; movie utility estimation; recommender systems; user feedback; user interests; user negative preference impacts; user positive preference impacts; Motion pictures; matching; negative preferences; positive preferences; recommendation; user profiles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Computing and Systems (ICMCS), 2012 International Conference on
  • Conference_Location
    Tangier
  • Print_ISBN
    978-1-4673-1518-0
  • Type

    conf

  • DOI
    10.1109/ICMCS.2012.6320217
  • Filename
    6320217