Graph-Based User Modeling

  • André C. Silva UFS
  • Marcel L. Oliveira UFS
  • Aloísio de M. Vilas-Bôas UFS
  • Hendrik T. Macedo UFS

Abstract


In order to provide personalization to computer systems, the user’s most representative aspects must be identified. This work proposes an original user’s model, which catches relations between items according to user’s preferences. Such model is empirically validated considering the comparison with manually-designed models provided by volunteers. Its applicability is evaluated by precision metrics within a developed music recommendation system. The results have shown that the learned user’s model is close to the real one and its practical use in the information filtering domain is promising.

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Published
2009-07-20
SILVA, André C.; OLIVEIRA, Marcel L.; VILAS-BÔAS, Aloísio de M.; MACEDO, Hendrik T.. Graph-Based User Modeling. In: NATIONAL MEETING ON ARTIFICIAL AND COMPUTATIONAL INTELLIGENCE (ENIAC), 7. , 2009, Bento Gonçalves/RS. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2009 . p. 31-40. ISSN 2763-9061.

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