QML blind deconvolution: Asymptotic analysis
Bronstein AM, Bronstein MM, Zibulevsky M, Zeevi YY. 2004. QML blind deconvolution: Asymptotic analysis. Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation. ICA: Independent Component Analysis and Blind Signal Separation , LNCS, vol. 3195, 677–684.
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Conference Paper
| Published
| English
Scopus indexed
Author
Bronstein, Alex M.ISTA 
;
Bronstein, Michael M.;
Zibulevsky, Michael;
Zeevi, Yehoshua Y.
;
Bronstein, Michael M.;
Zibulevsky, Michael;
Zeevi, Yehoshua Y.Series Title
LNCS
Abstract
Blind deconvolution is considered as a problem of quasi maximum likelihood (QML) estimation of the restoration kernel. Simple closed-form expressions for the asymptotic estimation error are derived. The asymptotic performance bounds coincide with the Cramér-Rao bounds, when the true ML estimator is used. Conditions for asymptotic stability of the QML estimator are derived. Special cases when the estimator is super-efficient are discussed.
Publishing Year
Date Published
2004-10-27
Proceedings Title
Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation
Publisher
Springer Nature
Volume
3195
Page
677–684
Conference
ICA: Independent Component Analysis and Blind Signal Separation
Conference Location
Granada, Spain
Conference Date
2004-09-22 – 2004-09-24
ISBN
IST-REx-ID
Cite this
Bronstein AM, Bronstein MM, Zibulevsky M, Zeevi YY. QML blind deconvolution: Asymptotic analysis. In: Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation. Vol 3195. Springer Nature; 2004:677–684. doi:10.1007/978-3-540-30110-3_86
Bronstein, A. M., Bronstein, M. M., Zibulevsky, M., & Zeevi, Y. Y. (2004). QML blind deconvolution: Asymptotic analysis. In Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation (Vol. 3195, pp. 677–684). Granada, Spain: Springer Nature. https://doi.org/10.1007/978-3-540-30110-3_86
Bronstein, Alex M., Michael M. Bronstein, Michael Zibulevsky, and Yehoshua Y. Zeevi. “QML Blind Deconvolution: Asymptotic Analysis.” In Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation, 3195:677–684. Springer Nature, 2004. https://doi.org/10.1007/978-3-540-30110-3_86.
A. M. Bronstein, M. M. Bronstein, M. Zibulevsky, and Y. Y. Zeevi, “QML blind deconvolution: Asymptotic analysis,” in Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation, Granada, Spain, 2004, vol. 3195, pp. 677–684.
Bronstein AM, Bronstein MM, Zibulevsky M, Zeevi YY. 2004. QML blind deconvolution: Asymptotic analysis. Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation. ICA: Independent Component Analysis and Blind Signal Separation , LNCS, vol. 3195, 677–684.
Bronstein, Alex M., et al. “QML Blind Deconvolution: Asymptotic Analysis.” Proceedings of the 5th International Conference on Independent Component Analysis and Blind Signal Separation, vol. 3195, Springer Nature, 2004, pp. 677–684, doi:10.1007/978-3-540-30110-3_86.
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