Complex NMF: A new sparse representation for acoustic signals

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2009, Pages 2353-2356

  Kameoka, Hirokazu ^a   Ono, Nobutaka ^b   Kashino, Kunio ^a   Sagayama, Shigeki ^b  

^a NTT Communication Science Laboratories   (Japan)

^b UNIVERSITY OF TOKYO   (Japan)

Author keywords

Data driven approach; Non negative matrix factorization; Sparse coding; Sparse signal representation

Indexed keywords

ACOUSTIC SIGNALS; ADDITIVITY; DATA-DRIVEN APPROACH; ITERATIVE ALGORITHM; MAGNITUDE SPECTRUM; MIXING MODELS; MULTIPLICATIVE UPDATES; NON-NEGATIVE MATRIX FACTORIZATION; PARTICULAR CONDITION; RECURRENT PATTERNS; SPARSE CODING; SPARSE REPRESENTATION; SPARSE SIGNAL REPRESENTATION;

ACOUSTIC WAVES; ACOUSTICS; BLIND SOURCE SEPARATION; LIGHT MEASUREMENT; MATRIX ALGEBRA; SIGNAL PROCESSING;

FACTORIZATION;

EID: 70349396097     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2009.4960364     Document Type: Conference Paper

References (12)

1. B.A. Olshausen and D.J. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images," Nature, 381, 607-609, 1996.
2. D.D. Lee and H.S. Seung, "Algorithms for nonnegative matrix factorization," Proc. NIPS'00, 556-562, 2000.
3. M.D. Plumbley, S.A. Abdallah, J.P. Bello, M.E. Davies, G. Monti and M.B. Sandler, "Automatic music transcription and audio source separation," Cybernetics and Systems, 33(6), 603-627, 2002.
4. P. Smaragdis and J.C. Brown, "Non-negative matrix factorization for music transcription," Proc. WASPAA'03, 177-180, 2003.
5. T. Virtanen, "Sound source separation using sparse coding with temporal continuity objective," Proc. ICMC'03, 231-234, 2003.
6. S.A. Abdallah, M.D. Plumbley, "Unsupervised analysis of polyphonic music using sparse coding," IEEE Trans. NN, 17(1), 179-196, 2006.
7. H. Kameoka T. Nakatani and T. Yoshioka, "Robust speech dereverberation based on non-negativity and sparse nature of speech spectrograms," Proc. ICASSP'09, to appear.
8. R.M. Parry and I. Essa, "Phase-Aware Non-negative Spectrogram Factorization," Proc. ICA'07, 536-543, 2007.
9. C. Févotte, N. Bertin and J.-L. Durrieu, "Nonnegative matrix factorization with the Itakura-Saito divergence with application to music analysis," Technical Report TELECOM ParisTech 2008D006, 2008.
10. T. Blumensath and M.E. Davies, "Sparse and shift-invariant representations of music," IEEE Trans. ASLP, 14(1), 50-57, 2006.
11. J. Le Roux, A. de Cheveigne and L.C. Parra, "Adaptive template matching with shift-invariant semi-NMF," Proc. NIPS'08, 2008.
12. A.T. Cemgil, "Bayesian inference for nonnegative matrix factorisation models," Technical Report CUED/F-INFENG/TR.609, University of Cambridge, 2008.