A filter bank approach to independent component analysis for convolved mixtures

Neurocomputing

Volumn 69, Issue 16-18, 2006, Pages 2065-2077

  Park, Hyung Min ^a   Shekhar Dhir, Chandra ^a   Oh, Sang Hoon ^b   Lee, Soo Young ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

^b Mokwon University   (South Korea)

Author keywords

Blind source separation; Filter bank; Independent component analysis

Indexed keywords

BLIND SOURCE SEPARATION; COMPUTATIONAL COMPLEXITY; CONVERGENCE OF NUMERICAL METHODS; FREQUENCY DOMAIN ANALYSIS; TIME DOMAIN ANALYSIS;

CONVOLVED MIXTURES; FILTER BANK; PERMUTATION; SCALING PROBLEMS;

INDEPENDENT COMPONENT ANALYSIS;

ACOUSTICS; ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONTROLLED STUDY; CORRELATION ANALYSIS; INDEPENDENT COMPONENT ANALYSIS; INTERMETHOD COMPARISON; MATHEMATICAL COMPUTING; PRIORITY JOURNAL; SIMULATION;

EID: 33748413907     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2005.09.016     Document Type: Article

References (31)

1. Allen J.B., and Berkley D.A. Image method for efficiently simulating small-room acoustics. J. Acoust. Soc. Am. 65 4 (1979) 943-950
2. Amari S., Cichocki A., and Yang H.H. A new learning algorithm for blind source separation. Advances in Neural Information Processing Systems vol. 8 (1996), MIT Press, Cambridge, MA 757-763
3. Araki S., Makino S., Aichner R., Nishikawa T., and Saruwatari H. Subband based blind source separation with appropriate processing for each frequency band. Proceedings of International Conference on ICA and BSS (2003) 499-504
4. Araki S., Makino S., Mukai R., Nishikawa T., and Saruwatari H. Fundamental limitation of frequency domain blind source separation for convolved mixtures of speech. Proceedings of International Conference on ICA and BSS (2001) 132-137
5. Bell A.J., and Sejnowski T.J. An information-maximisation approach to blind separation and blind deconvolution. Neural Comput. 7 (1995) 1129-1159
6. Bell A.J., and Sejnowski T.J. Edges are the independent components of natural scenes. Advances in Neural Information Processing Systems vol. 9 (1997), MIT Press, Cambridge, MA 831-837
7. Cardoso J.-F., and Laheld B. Equivariant adaptive source separation. IEEE Trans. Signal Process. 44 12 (1996) 3017-3030
8. Comon P. Independent component analysis, a new concept?. Signal Process. 36 (1994) 287-314
9. Crochiere R.E., and Rabiner L.R. Multirate Digital Signal Processing (1983), Prentice-Hall, Englewood Cliffs, NJ
10. Gilloire A., and Vetterli M. Adaptive filtering in subbands with critical sampling: analysis, experiments, and application to acoustic echo cancellation. IEEE Trans. Signal Process. 40 8 (1992) 1862-1875
11. Grbic N., Tao X.-J., Nordholm S.E., and Claesson I. Blind signal separation using overcomplete subband representation. IEEE Trans. Speech Audio Process. 9 5 (2001) 524-533
12. Harteneck M., Weiß S., and Stewart R.W. Design of near perfect reconstruction oversampled filter banks for subband adaptive filters. IEEE Trans. Circuits Syst. II 46 (1999) 1081-1085
13. S. Haykin (Ed.), Unsupervised Adaptive Filtering, Wiley, New York, 2000.
14. Huang J., Yen K.-C., and Zhao Y. Subband-based adaptive decorrelation filtering for co-channel speech separation. IEEE Trans. Speech Audio Process. 8 4 (2000) 402-406
15. Lee T.-W. Independent Component Analysis (1998), Kluwer Academic Publishers, Boston, MA
16. Lee T.-W., Bell A.J., and Lambert R.H. Blind separation of delayed and convolved sources. Advances in Neural Information Processing Systems vol. 9 (1997), MIT Press, Cambridge, MA 758-764
17. Lee J.-H., Lee T.-W., Jung H.-Y., and Lee S.-Y. On the efficient speech feature extraction based on independent component analysis. Neural Process. Lett. 15 3 (2002) 235-245
18. Murata N., Ikeda S., and Ziehe A. An approach to blind source separation based on temporal structure of speech signals. Neurocomputing 41 (2001) 1-24
19. Park H.-M., Jung H.-Y., Lee T.-W., and Lee S.-Y. Subband-based blind signal separation for noisy speech recognition. Electron. Lett. 35 23 (1999) 2011-2012
20. Sawada H., Mukai R., Araki S., and Makino S. A polar-coordinate based activation function for frequency domain blind source separation. Proceedings of the International Conference on ICA and BSS (2001) 663-668
21. Schobben D., Torkkola K., and Smaragdis P. Evaluation of blind signal separation methods. Proceedings of the International Conference on ICA and BSS (1999) 261-266
22. P. Smaragdis, Information theoretic approaches to source separation, Master's Thesis, MIT Media Arts and Science Department, MIT, Boston, June 1997.
23. Smaragdis P. Blind separation of convolved mixtures in the frequency domain. Neurocomputing 22 (1998) 21-34
24. Stanacevic M., Cohen M., and Cauwenberghs G. Blind separation of linear convolutive mixtures using orthogonal filter banks. Proceedings of the International Conference on ICA and BSS (2001) 260-265
25. Torkkola K. Blind separation of convolved sources based on information maximization. Proceedings of the IEEE International Workshop on NNSP (1996) 423-432
26. Torkkola K. Blind separation for audio signals-are we there yet?. Proceedings of the International Conference on ICA and BSS (1999) 239-244
27. S. Weiß, On adaptive filtering on oversampled subbands, Ph.D. Thesis, Signal Processing Division, University of Strathclyde, Glasgow, May 1998.
28. Weiß S., Dooley S.R., Stewart R.W., and Nandi A.K. Adaptive equalization in oversampled subbands. Electron. Lett. 34 15 (1998) 1452-1453
29. Weiß S., Lampe L., and Stewart R.W. Efficient implementations of complex and real valued filter banks for comparative subband processing with an application to adaptive filtering. Proceedings of the First International Symposium on Communication Systems and Digital Signal Processing (1998) 32-35
30. Weiß S., Stenger A., Stewart R.W., and Rabenstein R. Steady-state performance limitations of subband adaptive filters. IEEE Trans. Signal Process. 49 9 (2001) 1982-1991
31. Yamada Y., Ochi H., and Kiya H. A subband adaptive filter allowing maximally decimation. IEEE J. Select. Areas Commun. 12 9 (1994) 1548-1552