Learning to tag from open vocabulary labels

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6322 LNAI, Issue PART 2, 2010, Pages 211-226

  Law, Edith ^a   Settles, Burr ^a   Mitchell, Tom ^a  

^a Carnegie Mellon University   (United States)

Author keywords

Human Computation; Music Information Retrieval; Tagging Algorithms; Topic Modeling

Indexed keywords

EVALUATION METHOD; HUMAN COMPUTATION; HUMAN EVALUATION; MACHINE-LEARNING; MEDIA CONTENT; MUSIC CLIPS; MUSIC INFORMATION RETRIEVAL; NEW APPROACHES; SEMANTIC CLASS; SOCIAL TAGGING; TAGGING ALGORITHMS; TOPIC MODELING; TRAINING TIME; TYPOGRAPHICAL ERRORS;

ELECTRONIC MUSICAL INSTRUMENTS; INFORMATION RETRIEVAL; LEARNING SYSTEMS;

COMPUTER MUSIC;

EID: 78049371733     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15883-4_14     Document Type: Conference Paper

References (29)

1. Bergstra, J., Lacoste, A., Eck, D.: Predicting genre labels for artists using freedb. In: ISMIR, pp. 85-88 (2006)
2. Bertin-Mahieux, T., Eck, D., Maillet, F., Lamere, P.: Autotagger: a model for predicting social tags from acoustic features on large music databases. TASLP 37(2), 115-135 (2008)
3. Blei, D., McAuliffe, J. D.: Supervised topic models. In: NIPS (2007)
4. Blei, D., Ng, A., Jordan, M.: Latent dirichlet allocation. Journal of Machine Learning Research 3, 993-1022 (2003)
5. Csiszar, I.: Maxent, mathematics, and information theory. In: Hanson, K., Silver, R. (eds.) Maximum Entropy and Bayesian Methods. Kluwer Academic Publishers, Dordrecht (1996)
6. Dannenberg, R. B., Hu, N.: Understanding search performance in query-byhumming systems. In: ISMIR, pp. 41-50 (2004)
7. Eisenberg, G., Batke, J. M., Sikora, T.: Beatbank - an mpeg-7 compliant query by tapping system. Audio Engineering Society Convention, 6136 (2004)
8. Goto, M., Hirata, K.: Recent studies on music information processing. Acoustic Science and Technology, 419-425 (2004)
9. Herrera, P., Peeters, G., Dubnov, S.: Automatic classification of music instrument sounds. Journal of New Music Research, 3-21 (2003)
10. Hoffman, M., Blei, D., Cook, P.: Easy as CBA: A simple probabilistic model for tagging music. In: ISMIR, pp. 369-374 (2009)
11. Iwata, T., Yamada, T., Ueda, N.: Modeling social annotation data with content relevance using a topic model. In: NIPS (2009)
12. Lamere, P.: Social tagging and music information retrieval. Journal of New Music Research 37(2), 101-114 (2008)
13. Laurier, C., Sordo, M., Serra, J., Herrera, P.: Music mood representations from social tags. In: ISMIR, pp. 381-386 (2009)
14. Law, E., von Ahn, L.: Input-agreement: A new mechanism for collecting data using human computation games. In: CHI, pp. 1197-1206 (2009)
15. Law, E., West, K., Mandel, M., Bay, M., Downie, S.: Evaluation of algorithms using games: The case of music tagging. In: ISMIR, pp. 387-392 (2009)
16. Levy, M., Sandler, M.: A semantic space for music derived from social tags. In: ISMIR (2007)
17. Li, T., Ogihara, M., Li, Q.: A comparative study on content-based music genre classification. In: SIGIR, pp. 282-289 (2003)
18. Mandel, M., Ellis, D.: Song-level features and support vector machines for music classification. In: ISMIR (2005)
19. Mandel, M., Ellis, D.: Labrosa's audio classification submissions (2009)
20. Mandel, M., Ellis, D.: A web-based game for collecting music metadata. Journal of New Music Research 37(2), 151-165 (2009)
21. Mimno, D., McCallum, A.: Topic models conditioned on arbitrary features with dirichlet-multinomial regression. In: UAI (2008)
22. Steyvers, M., Griffiths, T.: Probabilistic topic models. In: Landauer, T., McNamara, D. S., Dennis, S., Kintsch, W. (eds.) Handbook of Latent Semantic Analysis. Erlbaum, Hillsdale (2007)
23. Trohidis, K., Tsoumakas, G., Kalliris, G., Vlahavas, I.: Multi-label classification of music emotions. In: ISMIR, pp. 325-330 (2008)
24. Turnbull, D., Barrington, L., Torres, D., Lanckriet, G.: Semantic annotation and retrieval of music and sound effects. TASLP 16(2), 467-476 (2008)
25. Turnbull, D., Liu, R., Barrington, L., Lanckriet, G.: A game-based approach for collecting semantic annotations of music. In: ISMIR, pp. 535-538 (2007)
26. Tzanetakis, G., Cook, P.: Musical genre classification of audio signals. IEEE Transactions on Speech and Audio Processing 10(5), 293-302 (2002)
27. von Ahn, L., Dabbish, L.: Labeling images with a computer game. In: CHI, pp. 319-326 (2004)
28. Whitman, B., Smaragdis, P.: Combining musical and cultural features for intelligent style detection. In: ISMIR (2002)
29. Yao, L., Mimno, D., McCallum, A.: Efficient methods for topic model inference on streaming document collections. In: KDD, pp. 937-946 (2009)