A preliminary study on a recommender system for the million songs dataset challenge

CEUR Workshop Proceedings

Volumn 964, Issue , 2013, Pages 73-83

  Aiolli, Fabio ^a  

^a UNIVERSITY OF PADOVA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COLLABORATIVE FILTERING; INFORMATION RETRIEVAL;

LARGE DATASETS; LISTENING HISTORY; RANKING STRATEGY; SCORING FUNCTIONS; SIMILARITY FUNCTIONS;

RECOMMENDER SYSTEMS;

EID: 84887591836     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. Fabio Aiolli and Alessandro Sperduti. A preference optimization based unifying framework for supervised learning problems. In Johannes Fürnkranz and Eyke Hüllermeier, editors, Preference Learning, pages 19-42. Springer-Verlag, 2010.
2. Shumeet Baluja, Rohan Seth, D. Sivakumar, Yushi Jing, Jay Yagnik, Shankar Kumar, Deepak Ravichandran, and Mohamed Aly. Video suggestion and discovery for youtube: Taking random walks through the view graph. In Proceedings of the 17th international conference on World Wide Web, WWW '08, pages 895-904, New York, NY, USA, 2008. ACM.
3. James Bennett, Stan Lanning, and Netflix Netflix. The netflix prize. In In KDD Cup and Workshop in conjunction with KDD, 2007.
4. Thierry Bertin-Mahieux, Daniel P.W. Ellis, Brian Whitman, and Paul Lamere. The million song dataset. In Proceedings of the 12th International Conference on Music Information Retrieval (ISMIR 2011), 2011.
5. Mukund Deshpande and George Karypis. Item-based top-n recommendation algorithms. ACM Trans. Inf. Syst., 22(1):143-177, 2004.
6. Christian Desrosiers and George Karypis. A comprehensive survey of neighborhood-based recommendation methods. In Recommender Systems Handbook, pages 107-144. 2011.
7. George Karypis. Evaluation of item-based top-n recommendation algorithms. In CIKM, pages 247-254, 2001.
8. Yehuda Koren and Robert M. Bell. Advances in collaborative filtering. In Recommender Systems Handbook, pages 145-186. 2011.
9. Brian McFee, Thierry Bertin-Mahieux, Daniel P.W. Ellis, and Gert R.G. Lanckriet. The million song dataset challenge. In Proceedings of the 21st international conference companion on World Wide Web, WWW '12 Companion, pages 909-916, New York, NY, USA, 2012. ACM.
10. Badrul M. Sarwar, George Karypis, Joseph A. Konstan, and John Riedl. Item-based collaborative filtering recommendation algorithms. In WWW, pages 285-295, 2001.
11. Xiaoyuan Su and Taghi M. Khoshgoftaar. A survey of collaborative filtering techniques. Advances in Artificial Intelligence, January 2009.