Grades

• Final Grades of the course.
• Grades of the exams. NOTE: You can come and see your exam sheets on Monday 31 Khordad between 13:30 and 15. I try to send the final grades to Amuzesh as soon as possible.

Reference Papers

Sparse

1. Massoud Babaie-Zadeh and Christian Jutten, “On the stable recovery of the sparsest overcomplete representations in presence of noise,”Accepted for publication in IEEE Transactions on Signal Processing (download from arXiv).

2. Massoud Babaie-Zadeh and Christian Jutten, “Semi-Blind Approaches for Source Separation and Independent component Analysis,”Proceedings of European Symposium on Artificial Neural Networks (ESANN'06), April 2006, pp. 301--312. (pdf).

3. Slides: SCA, Sparse Decomposition, Compressed Sensing.

4. Important Paper: Geribonval and Nielsen, "Sparse Representations on Unions of Bases", IEEE Tr on IT, 2003 (pdf).

5. Stability: Donoho, Elad and Temlyakov, "Stable Recovery of Sparse Overcomplete Representations in the Presence of Noise", IEEE Tr on IT, 2006 (pdf).

BSS

1. (Semi-Blind approches):Massoud Babaie-Zadeh and Christian Jutten, "Semi-Blind Approaches for Source Separation and Independent component Analysis", ESANN2006 (pdf).

2. Lacoume paper: using forth order cumulant (pdf).

3. Mansour and Jutten: Kurtosis of a sub-Gaussian source is not necessarily negative (pdf).

4. Taleb and Jutten: Source Separation based on Entropy optimization (pdf).

5. Cardoso's review paper: "Blind Signal Separation: Statistical Principles", Proceedings of IEEE, Vol. 9, No. 10, pp. 2009-2025, 1998 (pdf with my notes on it).

6. Comon's paper (one of the most cited papers): "Independent Component Analysis, a new concept?", Signal Processing 36 (1994), pp. 287-314 (pdf with my notes on it).

7. Equivariancy: Cardoso and Laheld, "Equivariant Adaptive Source Separation", IEEE Trans. on Signal Processing, 1996 (Scanned version with my notes on it).

8. Massoud Babaie-Zadeh, Christian Jutten, and Kambiz Nayebi, “Differential of mutual information,” IEEE Signal Processing Letters, vol. 11, no. 1, pp. 48-51, January 2004 (pdf).

9. Massoud Babaie-Zadeh and Christian Jutten, “A general approach for mutual information minimization and its application to blind source separation,” Signal Processing (Elsevier), vol. 85, no. 5, pp. 975-995, May 2005 (pdf).

10. My PhD Thesis (Read pages 12-17 as a very brief review on convolutive mixtures).

11. (Convolutive Mixtures):My PhD Thesis.