A blind-ML scheme for blind source separation

IEEE Workshop on Statistical Signal Processing Proceedings

Volumn 2003-January, Issue , 2003, Pages 581-584

  Lomnitz, Y ^a   Yeredor, A ^a  

^a TEL AVIV UNIVERSITY   (Israel)

Author keywords

Blind source separation; Contamination; Guidelines; Independent component analysis; Interference; Maximum likelihood estimation; Noise robustness; Pollution measurement; Source separation; Systems engineering and theory

Indexed keywords

CONTAMINATION; INDEPENDENT COMPONENT ANALYSIS; MAXIMUM LIKELIHOOD; MAXIMUM LIKELIHOOD ESTIMATION; MEAN SQUARE ERROR; SIGNAL PROCESSING; SOURCE SEPARATION; WAVE INTERFERENCE;

ASYMPTOTIC EFFICIENCY; ASYMPTOTICALLY EFFICIENT; GUIDELINES; INDEPENDENT COMPONENT ANALYSIS(ICA); MEAN-SQUARE-ERROR PERFORMANCE; NOISE ROBUSTNESS; POLLUTION MEASUREMENT; SYSTEMS ENGINEERING AND THEORIES;

BLIND SOURCE SEPARATION;

EID: 84947546288     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SSP.2003.1289540     Document Type: Conference Paper

References (10)

1. D. Yellin & B. Friedlander, "Multichannel System Identification and Deconvolution: Performance Bounds", IEEE Transactions on Signal Processing, Vol. 47, No. 5, May 1999.
2. S. Amari & J.F. Cardoso, "Blind Source Separation - Semiparametric Statistical Approach", IEEE Transactions on Signal Processing, Vol. 45, No. 11, November 1997, pp.2692-2700.
3. H. Attias, "EM Algorithms for Independent Components Analysis", Neural Networks for Signal Processing VIII, Proceedings of the 1998 SPS Workshop, pp.132-141.
4. D. T. Pham, "Blind Separation of Mixture of Independent Sources Through a Quasi-Maximum Likelihood Approach", IEEE Transactions on Signal Processing, Vol. 45, No. 7, July 1997, pp. 1712-1725.
5. Y. Lomnitz, "Efficient Blind Source Separation Using a Semi-Maximum Likelihood Technique" (M.Sc. thesis), Department of Electrical Engineering - Systems, Tel Aviv University (2003).
6. Y. Lomnitz & A. Yeredor, "Asymptotically Optimal Blind Source Separation Using a Blind Maximum Likelihood Approach" (in preparation).
7. R. Boscolo, Hong Pan & V.P. Roychowdhury, "Non-Parametric ICA", Proceedings of The 3rd International Workshop on Independent Component Analysis and Blind Source Separation (ICA2001), San-Diego, December 2001.
8. J. F. Cardoso, "Blind Signal Separation: Statistical Principles", Proceedings of the IEEE, Vol.86 No. 10, October 1998, pp.2009-2025.
9. A. Hyvärinen, Juha Karhunen & Erkki Oja, Independent Component Analysis, John Wiley & Sons publication, 2001.
10. J. F. Cardoso & A. Souloumiac, "Blind Beamforming for Non Gaussian Signals", IEE-Proceedings-F, vol.140, no.6 pp.362-370, dec. 1993