Independent vector analysis with a multivariate generalized gaussian source prior for frequency domain blind source separation

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

Volumn , Issue , 2013, Pages 6088-6092

  Liang, Yanfeng ^a   Naqvi, Syed Mohsen ^a   Chambers, Jonathon A ^a  

^a LOUGHBOROUGH UNIVERSITY   (United Kingdom)

Author keywords

fourth order interfrequency correlation; independent vector analysis; multivariate generalized Gaussian distribution

Indexed keywords

DIFFERENT FREQUENCY; FREQUENCY DOMAIN BLIND SOURCE SEPARATION; GENERALIZED GAUSSIAN; INDEPENDENT VECTOR ANALYSIS; INTER-FREQUENCY CORRELATION; MULTIVARIATE GENERALIZED GAUSSIAN DISTRIBUTIONS; PERMUTATION PROBLEMS; SEPARATION PERFORMANCE;

ALGORITHMS; GAUSSIAN DISTRIBUTION; MULTIVARIANT ANALYSIS; SEPARATION;

SOURCE SEPARATION;

EID: 84890462437     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2013.6638834     Document Type: Conference Paper

References (19)

1. A. Cichocki and S. Amari, Adaptive Blind Signal and Image Processing: learning algorithms and applications, Wiley, 2003.
2. C. Cherry, "Some experiments on the recognition of speech, with one and with two ears," The Journal of The Acoustical Society of America, vol. 25, pp. 975-979, 1953.
3. S. Haykin and Z. Chen, "The cocktail party problem," Neural Computation, vol. 17, pp. 1875-1902, 2005.
4. A. Hyvarinen, J. Karhunen, and E. Oja, Independent Component Analysis, Wiley, 2001.
5. P. Comon and C. Jutten, Handbook of Blind Source Separation: Independent Component Analysis and Applications, Academic Press, 2009.
6. L. Parra and C. Spence, "Convolutive blind separation of non-stationary sources," IEEE Transactions on Speech and Audio Processing, vol. 8, pp. 320-327, 2000.
7. M. S. Pedersen, J. Larsen, U. Kjems, and L. C. Parra, "A survey of convolutive blind source separation methods," Springer Handbook on Speech Processing and Speech Communication, 2007.
8. T. Kim, H. Attias, S. Lee, and T. Lee, "Blind source separation exploiting higher-order frequency dependencies," IEEE Transactions on Audio, Speech and Language processing, vol. 15, pp. 70-79, 2007.
9. I. Lee and T. W. Lee, "On the assumption of spherical symmetry and sparseness for the frequency-domain speech model," IEEE Trans. on Audio, Speech and Language processing, vol. 15, pp. 1521-1528, 2007.
10. J. S. Garofolo et al., "TIMIT acoustic-phonetic continuous speech corpus," in Linguistic Data Consortium, Philadelphia, 1993.
11. J. B. Allen and D. A. Berkley, "Image method for efficiently simulating small-room acoustics," Journal of the Acoustical Society of America., vol. 65, no. 4, pp. 943-950, 1979.
12. E. Vincent, C. Fevotte, and R. Gribonval, "Performance measurement in blind audio source separation," IEEE Transactions on Audio, Speech, and Language Processing, vol. 14, pp. 1462-1469, 2006.
13. T. Kim, "Real-time independent vector analysis for convolutive blind source separation," IEEE Transactions on Circuits and Systems I, vol. 57, pp. 1431-1438, 2010.
14. Y. Liang, S.M. Naqvi, and J. Chambers, "Adaptive step size indepndent vector analysis for blind source separation," in 17th International Conference on Digital Signal Processing, Corfu, Greece, 2011.
15. I. Lee, T. Kim, and T.-W. Lee, "Fast fixed-point independent vector analysis algorithms for convolutive blind source separation," Signal Processing, vol. 87, pp. 1859-1871, 2007.
16. N. Ono, "Stable and fast update rules for independent vector analysis based on auxiliary function technique," in 2011 IEEE WASPAA, New Paltz, USA, 2011.
17. Y. Liang, S.M. Naqvi, and J. Chambers, "Audio video based fast fixed-point independent vector analysis for multisource separation in a room environment," EURASIP Journal on Advances in Signal Processing, vol. 2012:183, 2012.
18. I. Lee, G.-J. Jang, and T.-W. Lee, "Independent vector analysis using densities represented by chain-like overlapped cliques in graphical models for separation of convolutedly mixed signals," Electronic Letters, vol. 45, pp. 710-711, 2009.
19. M. Anderson, T. Adali, and X.-L. Li, "Joint blind source separation with multivariate Gaussian model: algorithms and performance analysis," IEEE Trans. on Signal Processing, vol. 60, pp. 1672-1682, 2012.