Blind source separation using the block-coordinate relative Newton method
Bronstein AM, Bronstein MM, Zibulevsky M. 2004. Blind source separation using the block-coordinate relative Newton method. 5th International Conference on Independent Component Analysis and Blind Signal Separation. ICA: Independent Component Analysis and Blind Signal Separation, LNCS, vol. 3195, 406–413.
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Conference Paper
| Published
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Scopus indexed
Author
Bronstein, Alex M.ISTA 
;
Bronstein, Michael M.;
Zibulevsky, Michael
;
Bronstein, Michael M.;
Zibulevsky, MichaelSeries Title
LNCS
Abstract
Presented here is a generalization of the modified relative Newton method, recently proposed in [1] for quasi-maximum likelihood blind source separation. Special structure of the Hessian matrix allows to perform block-coordinate Newton descent, which significantly reduces the algorithm computational complexity and boosts its performance. Simulations based on artificial and real data show that the separation quality using the proposed algorithm outperforms other accepted blind source separation methods.
Publishing Year
Date Published
2004-10-27
Proceedings Title
5th International Conference on Independent Component Analysis and Blind Signal Separation
Publisher
Springer Nature
Volume
3195
Page
406–413
Conference
ICA: Independent Component Analysis and Blind Signal Separation
Conference Location
Granada, Spain
Conference Date
2004-09-22 – 2004-09-24
ISBN
ISSN
eISSN
IST-REx-ID
Cite this
Bronstein AM, Bronstein MM, Zibulevsky M. Blind source separation using the block-coordinate relative Newton method. In: 5th International Conference on Independent Component Analysis and Blind Signal Separation. Vol 3195. Springer Nature; 2004:406–413. doi:10.1007/978-3-540-30110-3_52
Bronstein, A. M., Bronstein, M. M., & Zibulevsky, M. (2004). Blind source separation using the block-coordinate relative Newton method. In 5th International Conference on Independent Component Analysis and Blind Signal Separation (Vol. 3195, pp. 406–413). Granada, Spain: Springer Nature. https://doi.org/10.1007/978-3-540-30110-3_52
Bronstein, Alex M., Michael M. Bronstein, and Michael Zibulevsky. “Blind Source Separation Using the Block-Coordinate Relative Newton Method.” In 5th International Conference on Independent Component Analysis and Blind Signal Separation, 3195:406–413. Springer Nature, 2004. https://doi.org/10.1007/978-3-540-30110-3_52.
A. M. Bronstein, M. M. Bronstein, and M. Zibulevsky, “Blind source separation using the block-coordinate relative Newton method,” in 5th International Conference on Independent Component Analysis and Blind Signal Separation, Granada, Spain, 2004, vol. 3195, pp. 406–413.
Bronstein AM, Bronstein MM, Zibulevsky M. 2004. Blind source separation using the block-coordinate relative Newton method. 5th International Conference on Independent Component Analysis and Blind Signal Separation. ICA: Independent Component Analysis and Blind Signal Separation, LNCS, vol. 3195, 406–413.
Bronstein, Alex M., et al. “Blind Source Separation Using the Block-Coordinate Relative Newton Method.” 5th International Conference on Independent Component Analysis and Blind Signal Separation, vol. 3195, Springer Nature, 2004, pp. 406–413, doi:10.1007/978-3-540-30110-3_52.
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