2010

• P. Sudhakar, S. Arberet and R. Gribonval, Double Sparsity: Towards Blind Estimation of Multiple Channels, To appear in Proc. of LVA/ICA 2010, 27-30 September, St. Malo, France.
• Rémi Gribonval,"Should penalized least squares regression be interpreted as Maximum A Posteriori estimation?" preprint.
• E. Vincent, M. Jafari, S. Abdallah, M. Plumbley and M. Davies, Probabilistic Model-Based Audio Source Separation, Machine Audition: Principles, Algorithms and Systems (To appear)
• A. Nesbit, M. G. Jafari, E. Vincent and M. D. Plumbley, Audio source separation using sparse representations, Machine Audition: Principles, Algorithms and Systems (To appear)
• J.S. Turek, I. Yavneh, M. Protter, and M. Elad, On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary, submitted to Applied Computational Harmonic Analysis (ACHA).
• M. Elad and M. Zibulevsky, "Iterated Shrinkage Algorithms in Signal and Image Processing", Submitted to  IEEE Signal Processing Magazine. 
•  Z. Ben-Haim, Y.C. Eldar, and M. Elad, " Coherence-Based Performance Guarantees for Estimating a Sparse Vector Under Random Noise", Submitted to  IEEE Transactions on Signal Processing. 
• M. Elad, M.A.T. Figueiredo, and Y. Ma, " On the Role of Sparse and Redundant Representations in Image Processing", to appear in the  IEEE Proceedings - Special Issue on Applications of Compressive Sensing & Sparse Representation. 
• Z. Ben-Haim, Y.C. Eldar, and M. Elad, COHERENCE-BASED NEAR-ORACLE PERFORMANCE GUARANTEES FOR SPARSE ESTIMATION UNDER GAUSSIAN NOISE, to appear in ICASSP 2010
• A. Adler , Y. Hel-Or, and M. Elad, A WEIGHTED DISCRIMINATIVE APPROACH FOR IMAGE DENOISING WITH OVERCOMPLETE REPRESENTATIONS, to appear in ICASSP 2010
• R. Rubinstein, A.M. Bruckstein, and M. Elad, "Dictionaries for Sparse Representation Modeling", accepted to  IEEE Proceedings - Special Issue on Applications of Compressive Sensing & Sparse Representation.
• A. Llagostera Casanovas, G. Monaci, P. Vandergheynst and R. Gribonval, Blind Audio-Visual Source Separation based on Sparse Redundant Representations, to appear in IEEE Transactions on Multimedia, 2010.
• A. Gretsistas, I. Damnjanovic and M. D. Plumbley. Gradient polytope faces pursuit for large scale sparse recovery problems. Proc ICASSP 2010, pp. 2030-2033, Dallas, TX, USA, March 2010.

• M.Yaghoobi and M. Davies, "Compressible Dictionary Learning for Fast Sparse Approximation", IEEE Workshop on Statistical Signal Processing, pp. 662-665, Aug. 31- Sep. 3, 2009.
• M. Yaghoobi, L. Daudet and M. Davies, "Parametric Dictionary Design for Sparse Coding", IEEE Transaction on Signal Processing, Vol. 57, No. 12, pp 4800-4810, 2009.
• M. Yaghoobi L. Daudet, M. Davies, "Structured and Incoherent Parametric Dictionary Design", IEEE International Conference on Acoustics, Speech and Signal Processing, 5486-5489, March 2010.
• M. D. Plumbley, T. Blumensath, L. Daudet, R. Gribonval and M. E. Davies, "Sparse Representations in Audio and Music: from Coding to Source Separation", accepted for publication in the Proceedings of the IEEE.
• N. Duong, E. Vincent, and R. Gribonval, Under-determined convolutive blind source separation using spatial covariance models Preprint November 2009. To appear in IEEE Transactions on Audio, Speech and Language Processing. 
• F. Jaillet, R. Gribonval, M.D. Plumbley and H. Zayyani, An L1 criterion for dictionary learning by subspace identification, in Proc. ICASSP 2010. 

• M. D. Plumbley, T. Blumensath, L. Daudet, R. Gribonval and M. E. Davies. Sparse representations in audio and music: from coding to source separation. To appear in Proceedings of the IEEE.

• M. D. Plumbley and M. Bevilacqua. Sparse Reconstruction for Compressed Sensing using Stagewise Polytope Faces Pursuit. In Proc. 16th International Conference on Digital Signal Processing (DSP 2009), 5-7 July 2009 (8 pp).
• M G Jafari and M D Plumbley. A sparse greedy algorithm for speech signals in noise, INSPIRE Conference, London 2009, 6-8 September.

• B. Mailhe, R. Gribonval, F. Bimbot, and P. Vandergheynst, A Low Complexity Orthogonal Matching Pursuit for Sparse Signal Approximation with Shift-Invariant Dictionaries, in Proc. ICASSP'09 (IEEE Int. Conf. on Acoustics, Speech and Signal Processing), April 2009

• F. Naini, R. Gribonval, L. Jacques, and P. Vandergheynst, Compressive Sampling of Pulse Trains : Spread the Spectrum!, in Proc. ICASSP'09 (IEEE Int. Conf. on Acoustics, Speech and Signal Processing), April 2009.
• B. Mailhe, R. Gribonval, F. Bimbot, M. Lemay, P. Vandergheynst, and J.-M. Vesin, Dictionary Learning for the Sparse Modeling of Atrial Fibrillation in ECG Signals, in Proc. ICASSP'09 (IEEE Int. Conf. on Acoustics, Speech and Signal Processing), April 2009.
• A. Alahi, Y. Boursier, L. Jacques and P. Vandergheynst, Sport Players Detection and
  Tracking With a Mixed Network of Planar and Omnidirectional Cameras, Third ACM/IEEE International Conference on Distributed Smart Cameras, (2009)