Music genre classification using locality preserving non-negative tensor factorization and sparse representations

Proceedings of the 10th International Society for Music Information Retrieval Conference, ISMIR 2009

Volumn , Issue , 2009, Pages 249-254

  Panagakis, Yannis ^a   Kotropoulos, Constantine ^a,b   Arce, Gonzalo R ^b  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

^b UNIVERSITY OF DELAWARE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION FRAMEWORK; DIMENSIONALITY REDUCTION; GEOMETRICAL STRUCTURE; LOCALITY-PRESERVING; MUSIC GENRE CLASSIFICATION; MUSIC RECORDING; NON NEGATIVES; SPARSE REPRESENTATION; STATE OF THE ART; SUBSPACE ANALYSIS; TENSOR FACTORIZATION; WORKING PRINCIPLES;

CLASSIFICATION (OF INFORMATION); FACTORIZATION; INFORMATION RETRIEVAL; METAL DRAWING; TENSORS;

COMPUTER MUSIC;

EID: 84873668627     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (21)

1. J. J. Aucouturier and F. Pachet: "Representing Musical Genre: A State of the Art, " Journal of New Music Research, pp. 83-93, 2003.
2. E. Benetos and C. Kotropoulos: "A Tensor-Based Approach for Automatic Music Genre Classification, " Proceedings of the European Signal Processing Conference, Lausanne, Switzerland, 2008.
3. J. Bergstra, N. Casagrande, D. Erhan, D. Eck, and B. Kegl: "Aggregate Features and AdaBoost for Music Classification, " Machine Learning, Vol. 65, No. 2-3, pp. 473-484, 2006.
4. E. J. Candès, J. Romberg, and T. Tao: "Robust Uncertainty Principles: Exact Signal Reconstruction From Highly Incomplete Frequency Information, " IEEE Transactions on Information Theory, Vol. 52, No. 2, pp. 489-509, 2006.
5. S. S. Chen, D. L. Donoho, and M. A. Saunders: "Atomic Decomposition by Basis Pursuit, " SIAM Journal Scientific Computing, Vol. 20, No.1 pp. 33-61, 1998.
6. D. L. Donoho, "Compressed sensing, " IEEE Transactions on Information Theory, Vol. 52, No. 4, pp. 1289-1306, 2006.
7. X. He and P. Niyogi: "Locality Preserving Projections, " Advances in Neural Information Processing Systems, Vol. 16, MIT Press, 2004.
8. A. Holzapfel and Y. Stylianou: "Musical Genre Classification Using Nonnegative Matrix Factorization-Based Features, " IEEE Transactions on Audio, Speech, and Language Processing, Vol. 16, No. 2, pp. 424-434, 2008.
9. T. Kolda and B. W. Bader: "Tensor Decompositions and Applications, " SIAM Review, Vol. 51, No. 3, to appear.
10. D. D. Lee and H. S. Seung: "Algorithms for Non-negative Matrix Factorization, " Advances in Neural Information Processing Systems, Vol. 13, pp. 556-562, 2001.
11. C. -J. Lin: "On the Convergence of Multiplicative Update Algorithms for Nonnegative Matrix Factorization, " IEEE Transactions on Neural Networks, Vol. 18, No. 6, pp. 1589-1596, 2007.
12. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos: "MPCA: Multilinear Principal Component Analysis of Tensor Objects, " IEEE Transactions on Neural Networks, Vol. 19, No. 1, pp 18-39, 2008.
13. N. Mesgarani, M. Slaney, and S. A. Shamma: "Discrimination of Speech from Nonspeech Based on Multiscale Spectro-temporal Modulations, " IEEE Transactions on Audio, Speech, and Language Processing, Vol. 14, No. 3, pp. 920-930, 2006.
14. E. Pampalk, A. Flexer, and G. Widmer: "Improvements of Audiobased Music Similarity and Genre Classification, " Proceedings of the Sixth International Symposium on Music Information Retrieval, London, UK, 2005.
15. I. Panagakis, E. Benetos, and C. Kotropoulos: "Music Genre Classification: A Multilinear Approach, " Proceedings of the Seventh International Symposium on Music Information Retrieval, Philadelphia, USA, 2008.
16. G. Tzanetakis and P. Cook: "Musical Genre Classification of Audio Signal, " IEEE Transactions on Speech and Audio Processing, Vol. 10, No. 3, pp. 293-302, 2002.
17. K.Wang and S. A. Shamma: "Spectral Shape Analysis in the Central Auditory System, " IEEE Transactions on Speech and Audio Processing, Vol. 3, No. 5, pp. 382-396, 1995.
18. S. Woolley, T. Fremouw, A. Hsu, and F. Theunissen: "Tuning for Spectro-temporal Modulations as a Mechanism for Auditory Discrimination of Natural Sounds, " Nature Neuroscience, Vol. 8, pp. 1371-1379, 2005.
19. J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma "Robust Face Recognition via Sparse Representation, " IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 31, No. 2, pp. 210-227, 2009.
20. D. Tao, X. Li, X. Wu, and S. J. Maybank: "General Tensor Discriminant Analysis and Gabor Features for Gait Recognition, " IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 29, No. 10, pp. 1700-1715, 2007.
21. S. Zafeiriou: "Discriminant Nonnegative Tensor Factorization Algorithms, " IEEE Transactions on Neural Networks, Vol. 20, No. 2, pp. 217-235, 2009.