• DocumentCode
    2264463
  • Title

    A multi-agent open architecture for a TV recommender system: a case study using a Bayesian strategy

  • Author

    Blanco-Fernández, Yolanda ; Pazos-Arias, José J. ; Gil-Solla, Alberto ; Ramos-Cabrer, Manuel ; Barragáns-Martínez, Belén ; López-Nores, Martín

  • Author_Institution
    Dept. of Telematic Eng., Vigo Univ., Spain
  • fYear
    2004
  • fDate
    13-15 Dec. 2004
  • Firstpage
    178
  • Lastpage
    185
  • Abstract
    In this paper we present a recommender system of personalized TV contents, called AVATAR, for which we propose a modular multiagent architecture, that combines different knowledge inference strategies (such as Bayesian techniques, profiles matching and semantic reasoning). We focus on the description of one of these strategies, the naive Bayesian classifiers, explaining an example in the context of personalized digital television. In order to represent the knowledge in the television domain, we have developed TV contents ontology, to infer new data from the known information. Besides, the TV-anytime specification has been used referred to the description of contents and the management of user preferences and their activity logs. The proposed recommender system has been conceived as an application conforming to multimedia home platform (MHP) standard, to be distributed over the broadcast transport stream that is tuned by the user receiver.
  • Keywords
    belief networks; data mining; digital television; inference mechanisms; information filtering; information filters; multi-agent systems; multimedia systems; open systems; Bayesian strategy; TV recommender system; TV-anytime specification; digital television; knowledge inference strategy; multiagent open architecture; multimedia home platform; Avatars; Bayesian methods; Content management; Digital TV; Digital multimedia broadcasting; Multimedia communication; Multimedia systems; Ontologies; Recommender systems; Streaming media;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Software Engineering, 2004. Proceedings. IEEE Sixth International Symposium on
  • Print_ISBN
    0-7695-2217-3
  • Type

    conf

  • DOI
    10.1109/MMSE.2004.13
  • Filename
    1376659