• Title of article

    Property-based collaborative filtering for health-aware recommender systems

  • Author/Authors

    Lَpez-Nores، نويسنده , , Martيn and Blanco-Fernلndez، نويسنده , , Yolanda and Pazos-Arias، نويسنده , , José J. and Gil-Solla، نويسنده , , Alberto، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    7
  • From page
    7451
  • To page
    7457
  • Abstract
    Recommender systems aim at solving the problem of information overload by selecting items (commercial products, educational assets, TV programs, etc.) that match the consumers’ interests and preferences. Recently, there have been approaches to drive the recommendations by the information stored in electronic health records, for which the traditional strategies applied in online shopping, e-learning, entertainment and other areas have several pitfalls. This paper addresses those problems by introducing a new filtering strategy, centered on the properties that characterize the items and the users. Preliminary experiments with real users have proved that this approach outperforms previous ones in terms of consumers’ satisfaction with the recommended items. The benefits are especially apparent among people with specific health concerns.
  • Keywords
    Semantics , Recommender Systems , Electronic Health Records , collaborative filtering
  • Journal title
    Expert Systems with Applications
  • Serial Year
    2012
  • Journal title
    Expert Systems with Applications
  • Record number

    2351952