Measuring playlist diversity for recommendation systems

Proceedings of the ACM International Multimedia Conference and Exhibition

Volumn , Issue , 2006, Pages 77-82

  Slaney, Malcolm ^a   White, William ^b  

^a YAHOO RESEARCH   (United States)

^b YAHOO INC   (United States)

Author keywords

Diversity; Recommendation system; Song similarity

Indexed keywords

RECOMMENDATION SYSTEM; RECOMMENDATION SYSTEMS; SONG SIMILARITY;

DATA ACQUISITION; DATABASE SYSTEMS; OPTIMIZATION; SPEECH RECOGNITION;

COMPUTER MUSIC;

EID: 34547478307     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1178723.1178735     Document Type: Conference Paper

References (11)

1. K. Bradley and B. Smyth. Improving Recommendation Diversity. In D. O'Donoghue, editor, Proceedings of the Twelfth National Conference in Artificial Intelligence and Cognitive Science (AICS-Ol), Maynooth, Ireland, pp. 75-84, 2001.
2. Chih-Chung Chang and Chih-Jen Lin. LIBSVM: a library for support vector machines (version 2.82), 2006. Software available at http://www.csie.ntu.edu.tw/ ~cjlin/libsvm.
3. J. Duchene and S. Leclercq. An Optimal Transformation for Discriminant Principal Component Analysis. In IEEE Trans. on Pattern. Analysis and Machine Intelligence, Vol. 10, No. 6, November 1988.
4. J. Kleinberg and M. Sandler. Using Mixture Models for Collaborative Filtering. Proceedings of the 36th annual ACM Symposium on Theory of Computing, Chicago, IL, USA, pp. 569-578, 2004.
5. B. Logan, D. P. W. Ellis, and A. Berenzweig. Toward Evaluation Techniques for Music Similarity. In Proceedings of the 4th International Symposium on Music Information Retrieval (ISMIR'03), Bartimore, MD, USA, 2003.
6. Elias Pampalk, Arthur Flexer, and Gerhard Widmer. Improvements of audio-based music similarity and genre classification. In Proceedings of ISMIR, 628-633, 2005.
7. John C. Piatt, Christopher J. C. Burges, Steven Swenson, Christopher Weare, Alice Zheng. Learning a Gaussian Process Prior for Automatically Generating Music Playlists. Advances in Neural Information Processing Systems 14, pp. 1425-1432, 2002.
8. George Tzanetakis and Perry Cook. Musical genre classification of audio signals. IEEE Transactions on Speech and Audio Processing, Vol, 10, No. 5, pp. 293-302. July 2002.
9. George Tzanetakis and Perry Cook. MARSYAS: A Framework for Audio Analysis. In Organized Sound, Cambridge University Press, 4(3), 2000.
10. Cheng Xiang Zhai and John Lafferty. A risk minimization framework for information retrieval. Information Processing and Management (IP&M), 42(1), Jan. 2006. pages 31-55.
11. Cai-Nicolas Ziegler, Sean M. McNee, Joseph A. Konstan, Georg Lausen. Improving recommendation lists through topic diversification. Proceedings of WWW, 2005, pp. 22-32.