MusicBox: Personalized Music Recommendation Based on Cubic Analysis of Social Tags

IEEE Transactions on Audio, Speech and Language Processing

Volumn 18, Issue 2, 2010, Pages 407-412

  Nanopoulos, Alexandros ^a   Rafailidis, Dimitrios ^b   Symeonidis, Panagiotis ^b   Manolopoulos, Yannis ^b  

^a UNIVERSITY OF HILDESHEIM   (Germany)

^b ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

Audio similarity; Higher Order Singular Value Decomposition (HOSVD); music recommendation; social tags; tensors

Indexed keywords

EID: 85008566550     PISSN: 15587916     EISSN: 15587924     Source Type: Journal    
DOI: 10.1109/TASL.2009.2033973     Document Type: Article

References (14)

1. O. Celma, “Foaling the music: Bridging the semantic gap in music recommendation,” in Proc. 5th ISWC Conf., 2006, pp. 927–934.
2. L. De Lathauwer, B. De Moor, and J. Vandewalle, “A multilinear singular value decomposition,” SIAM J. Matrix Anal. Applicat., vol. 21, no. 4, pp. 1253–1278, 2000.
3. D. Eck, P. Lamere, T. Bertin-Mahieux, and S. Green, “Automatic generation of social tags for music recommendation,” in Proc. 21st NIPS Conf., 2007, pp. 385–392.
4. G. Furnas, S. Deerwester, and S. Dumais, “Information retrieval using a singular value decomposition model of latent semantic structure,” in Proc. 11th ACM SIGIR Conf., 1988, pp. 465–480.
5. G. Geleijnse, M. Schedl, and P. Knees, “The quest for ground truth in musical artist tagging in the social web era,” in Proc. 8th ISMIR Conf., 2007, pp. 525–530.
6. T. Kolda and T. Bader, “Tensor decompositions and applications,” SIAM Rev., vol. 51, no. 3, Sep. 2009.
7. P. Lamere, “Social tagging and music information retrieval,” J. New Music Res., vol. 37, no. 2, pp. 101–114, 2008.
8. M. Levy and M. Sandler, “Learning latent semantic models for music from social tags,” J. New Music Res., vol. 37, no. 2, pp. 137–150, 2008.
9. Q. Li, S. Myaeng, D. Guan, and B. Kim, “A probabilistic model for music recommendation considering audio features,” in Proc. AIRS Conf., 2005, pp. 72–83.
10. B. Logan, “Music recommendation from song sets,” in Proc. 5th ISMIR Conf., 2004, pp. 425–428.
11. B. Sarwar, G. Karypis, J. Konstan, and J. Riedl, “Item-based collaborative filtering recommendation algorithms,” in Proc. 10th WWW Conf., 2001, pp. 285–295.
12. M. Sordo, C. Laurier, and O. Celma, “Annotating music collections: How content-based similarity helps to propagate labels,” in Proc. 8th ISMIR Conf., 2007, pp. 531–534.
13. P. Symeonidis, M. Ruxanda, A. Nanopoulos, and Y. Manolopoulos, “Ternary semantic analysis of social tags for personalized music recommendation,” in Proc. 9th ISMIR Conf., 2008, pp. 219–224.
14. K. Yoshii, M. Goto, K. Komatani, T. Ogata, and H. Okuno, “Hybrid collaborativee and content-based music recommendation using probabilistic model with latent user preferences,” in Proc. 7th ISMIR Conf., 2006, pp. 296–301.