Title :
May Social Behavior Reveal Preferences on Different Contexts? Recommending Movie Titles Based on Tweets
Author :
Borsato, Frank Helbert ; Polato, Ivanilton
Author_Institution :
Coordenacao de Cienc. da Comput., Univ. Tecnol. Fed. do Parana, Campo Mourao, Brazil
Abstract :
Recommendation systems allow users to deal with information overload by generating personalized recommendations that guide them through the universe of available options. These systems have been successfully used for over a decade in various application domains. However, most recommendation techniques do not consider context, generating recommendations which do not consider user´s daily generated information. The increasing use of social networks and microblogs has created a valuable source to extract information that might help improve the results of recommender systems. Specifically, microblogging messages may help on contextualized movie recommendation. In this paper, a hybrid recommender is proposed merging a collaborative filtering recommender with a content based recommender. The results confirm the usefulness of the proposed recommender, where the user´s exchanged messages define a bias to insert context in the recommendations.
Keywords :
collaborative filtering; content-based retrieval; data mining; entertainment; recommender systems; social networking (online); collaborative filtering recommender; content based recommender; contextualized movie recommendation; hybrid recommender; information extraction; information overload; microblogging message; movie title recommendation; personalized recommendation; recommendation generation; recommendation technique; recommender system; social behavior; social network; tweets; user daily generated information; user exchanged message; Bills of materials; Collaboration; Context; Encyclopedias; Gold; Motion pictures; Twitter; Microblogging; filtragem colaborativa; recomendação contextualizada; recomendador híbrido; recomendador por conteúdo;
Conference_Titel :
Collaborative Systems (SBSC), 2012 Brazilian Symposium on
Conference_Location :
Sao Paulo
Print_ISBN :
978-1-4673-4696-2
DOI :
10.1109/SBSC.2012.18