DocumentCode
2680516
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
fYear
2012
fDate
15-18 Oct. 2012
Firstpage
121
Lastpage
126
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Collaborative Systems (SBSC), 2012 Brazilian Symposium on
Conference_Location
Sao Paulo
Print_ISBN
978-1-4673-4696-2
Type
conf
DOI
10.1109/SBSC.2012.18
Filename
6391738
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