Publications HAL du projet européen SMALL

2013

Journal articles

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Alexis Benichoux, Prasad Sudhakar, Frédéric Bimbot, Rémi Gribonval. Well-posedness of the permutation problem in sparse filter estimation with lp minimization. Applied and Computational Harmonic Analysis, Elsevier, 2013, 35 (3), pp.394-406. ⟨10.1016/j.acha.2012.11.001⟩. ⟨hal-00767139⟩
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https://hal.inria.fr/hal-00767139/file/sbg_els.pdf BibTex
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Charles Soussen, Rémi Gribonval, Jérôme Idier, Cédric Herzet. Joint k-step analysis of Orthogonal Matching Pursuit and Orthogonal Least Squares. IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2013, 59 (5), pp.3158-3174. ⟨10.1109/TIT.2013.2238606⟩. ⟨hal-00637003v2⟩
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https://hal.archives-ouvertes.fr/hal-00637003/file/erc_ols.pdf BibTex
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Bob Sturm, Boris Mailhé, Mark Plumbley. On Theorem 10 in "On Polar Polytopes and the Recovery of Sparse Representations". IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2013, ⟨10.1109/TIT.2013.2259294⟩. ⟨hal-00839327⟩
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https://hal.inria.fr/hal-00839327/file/nestedERC20130404-2.pdf BibTex
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Rémi Gribonval, Morten Nielsen. The restricted isometry property meets nonlinear approximation with redundant frames. Journal of Approximation Theory, Elsevier, 2013, 165 (1), pp.1--19. ⟨10.1016/j.jat.2012.09.008⟩. ⟨inria-00567801⟩
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Mehrdad Yaghoobi, Sangnam Nam, Rémi Gribonval, Mike E. Davies. Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2013, 61 (9), pp.2341-2355. ⟨10.1109/TSP.2013.2250968⟩. ⟨hal-00805705⟩
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https://hal.inria.fr/hal-00805705/file/AOL.pdf BibTex
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Sangnam Nam, Mike E. Davies, Michael Elad, Rémi Gribonval. The Cosparse Analysis Model and Algorithms. Applied and Computational Harmonic Analysis, Elsevier, 2013, 34 (1), pp.30--56. ⟨10.1016/j.acha.2012.03.006⟩. ⟨inria-00602205v2⟩
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Preprints, Working Papers, ...

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Boris Mailhé, Mark Plumbley. Fixed points of dictionary learning algorithms for sparse representations. 2013. ⟨hal-00807545⟩
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https://hal.inria.fr/hal-00807545/file/locOpt.pdf BibTex

2012

Journal articles

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Simon Arberet, Alexey Ozerov, Frédéric Bimbot, Rémi Gribonval. A tractable framework for estimating and combining spectral source models for audio source separation. Signal Processing, Elsevier, 2012, 92 (8), pp.1886-1901. ⟨10.1016/j.sigpro.2011.12.022⟩. ⟨hal-00694071⟩
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https://hal.inria.fr/hal-00694071/file/manuscript.pdf BibTex
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Raja Giryes, Michael Elad. RIP-Based Near-Oracle Performance Guarantees for Subspace-Pursuit, CoSaMP, and Iterative Hard-Thresholding. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2012, 60 (3), ⟨10.1109/TSP.2011.2174985⟩. ⟨inria-00577222⟩
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https://arxiv.org/pdf/1005.4539 BibTex
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Amir Adler, Valentin Emiya, Maria Jafari, Michael Elad, Rémi Gribonval, et al.. Audio Inpainting. IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2012, 20 (3), pp.922 - 932. ⟨10.1109/TASL.2011.2168211⟩. ⟨inria-00577079⟩
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https://hal.inria.fr/inria-00577079/file/RR-7571.pdf BibTex
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S.I. Kelly, S. Du, Gabriel Rilling, Mike Davies. Advanced Image Formation and Processing of Partial SAR Data. IET Signal Processing, Institution of Engineering and Technology, 2012, 6 (5), ⟨10.1049/iet-spr.2011.0073⟩. ⟨hal-00700395⟩
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F. Millioz, Mike Davies. Sparse Detection in the Chirplet Transform: Application to FMCW Radar Signals. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2012, 60 (6), pp.2800 -2813. ⟨10.1109/TSP.2012.2190730⟩. ⟨hal-00704375⟩
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Tomer Peleg, Yonina Eldar, Michael Elad. Exploiting Statistical Dependencies in Sparse Representations for Signal Recovery. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2012, ⟨10.1109/TSP.2012.2188520⟩. ⟨inria-00582947⟩
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Mike Davies, Yonina Eldar. Rank Awareness in Joint Sparse Recovery. IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2012, 58 (2), pp.1135 -1146. ⟨10.1109/TIT.2011.2173722⟩. ⟨hal-00706058⟩
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Daniele Barchiesi, Mark Plumbley. Learning incoherent dictionaries for sparse approximation using iterative projections and rotations. IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2012. ⟨hal-00706028⟩
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Gilles Puy, Pierre Vandergheynst, Rémi Gribonval, Yves Wiaux. Universal and efficient compressed sensing by spread spectrum and application to realistic Fourier imaging techniques. EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2012, 2012 (1), pp.6. ⟨10.1186/1687-6180-2012-6⟩. ⟨hal-00784410⟩
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Rémi Gribonval, Volkan Cevher, Mike Davies. Compressible Distributions for High-dimensional Statistics. IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2012, 58 (8), ⟨10.1109/TIT.2012.2197174⟩. ⟨inria-00563207v3⟩
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https://hal.inria.fr/inria-00563207/file/main.pdf BibTex

Conference papers

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Mohammad Golbabaee, Pierre Vandergheynst. JOINT TRACE/TV NORM MINIMIZATION: A NEW EFFICIENT APPROACH FOR SPECTRAL COMPRESSIVE IMAGING. IEEE International Conference on Image Processing (ICIP 2012), Sep 2012, Orlando, Florida, United States. ⟨hal-00705752⟩
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Ken O'Hanlon, Mark Plumbley, Hidehisa Nagano. Group Non-negative Basis Pursuit for Automatic Music Transcription. 5th International Workshop on Machine Learning and Music (MML12), Jun 2012, Edinburgh, United Kingdom. ⟨hal-00706055⟩
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Steven Kelly, Mehrdad Yaghoobi, Mike Davies. Auto-focus for Compressively Sampled SAR. 1st International Workshop on Compressed Sensing Applied to Radar, May 2012, Bonn, Germany. ⟨hal-00705745⟩
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Mahdad Hosseini Kamal, Mohammad Golbabaee, Pierre Vandergheynst. Light Field Compressive Sensing. 1st International Traveling Workshop for Interacting Sparse Models and Technology (iTWIST 2012), May 2012, Marseille, France. ⟨hal-00705929⟩
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Ken O'Hanlon, H. Nagano, Mark Plumbley. Structured sparsity for automatic music transcription. ICASSP 2012, Mar 2012, Kyoto, Japan. ⟨hal-00706040⟩
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H. Fujihara, Anssi Klapuri, Mark Plumbley. Instrumentation-based music similarity using sparse representations.. ICASSP 2012, Mar 2012, Kyoto, Japan. ⟨hal-00706035⟩
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Mahdad Hosseini Kamal, Mohammad Golbabaee, Pierre Vandergheynst. Light Field Compressive Sensing in Camera Arrays. The 37th International Conference on Acoustics, Speech, and Signal Processing, Mar 2012, Kyoto, Japan. ⟨hal-00706023⟩
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Mohammad Golbabaee, Pierre Vandergheynst. HYPERSPECTRAL IMAGE COMPRESSED SENSING VIA LOW-RANK AND JOINT-SPARSE MATRIX RECOVERY. The 37th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012), Mar 2012, Kyoto, Japan. ⟨hal-00705915⟩
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Ron Rubinstein, T. Peleg, Michael Elad. K-SVD Dictionary Learning for The Analysis Sparse Model. ICASSP 2012, Mar 2012, Kyoto, Japan. ⟨hal-00700277⟩
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Nicolae Cleju, Maria Jafari, Mark D. Plumbley. ANALYSIS-BASED SPARSE RECONSTRUCTION WITH SYNTHESIS-BASED SOLVERS. ICASSP 2012, Mar 2012, Kyoto, Japan. ⟨hal-00700300⟩
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Afsaneh Asaei, Mike Davies, Hervé Bourlard, Volkan Cevher. Computational Methods For Structured Sparse Component Analysis of Convolutive Speech Mixtures. Proceeding of the 37th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Mar 2012, tokyo, Japan. ⟨hal-00700391⟩
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Mehrdad Yaghoobi, Sangnam Nam, Rémi Gribonval, Michael Davies. Noise Aware Analysis Operator Learning For Approximately Cosparse Signals . ICASSP - IEEE International Conference on Acoustics, Speech, and Signal Processing - 2012, Mar 2012, Kyoto, Japan. ⟨10.1109/ICASSP.2012.6289144⟩. ⟨hal-00661549⟩
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https://hal.inria.fr/hal-00661549/file/icassp12_v2.pdf BibTex
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Sangnam Nam, Rémi Gribonval. Physics-driven structured cosparse modeling for source localization. Acoustics, Speech and Signal Processing, IEEE International Conference on (ICASSP 2012), Mar 2012, Kyoto, Japan. ⟨hal-00659405⟩
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https://hal.inria.fr/hal-00659405/file/cmsl.pdf BibTex
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Rémi Gribonval, Gilles Chardon, Laurent Daudet. Blind Calibration For Compressed Sensing By Convex Optimization . IEEE International Conference on Acoustics, Speech, and Signal Processing, Mar 2012, Kyoto, Japan. ⟨hal-00658579v2⟩
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https://hal.inria.fr/hal-00658579/file/Calibration_hal.pdf BibTex
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Boris Mailhé, Mark Plumbley. Dictionary Learning with Large Step Gradient Descent for Sparse Representations. LVA/ICA 2012, Mar 2012, Tel-Aviv, Israel. pp.231-238, ⟨10.1007/978-3-642-28551-6_29⟩. ⟨hal-00688368⟩
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https://hal.archives-ouvertes.fr/hal-00688368/file/llncs.pdf BibTex
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Alexis Benichoux, Prasad Sudhakar, Frédéric Bimbot, Rémi Gribonval. Some uniqueness results in sparse convolutive source separation. International Conference on Latent Variable Analysis and Source Separation, Mar 2012, Tel Aviv, Israel. ⟨hal-00659913⟩
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Reports

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Prasad Sudhakar, Simon Arberet, Rémi Gribonval, Pierre Vandergheynst. Doubly sparse models for multiple filter estimation in sparse echoic environments. [Research Report] 2012. ⟨hal-00763226⟩
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https://hal.inria.fr/hal-00763226/file/articleSigPro.pdf BibTex
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Rodolphe Jenatton, Rémi Gribonval, Francis Bach. Local stability and robustness of sparse dictionary learning in the presence of noise. [Research Report] 2012, pp.41. ⟨hal-00737152⟩
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https://hal.inria.fr/hal-00737152/file/localDL_HAL.pdf BibTex

Software

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Valentin Emiya, Amir Adler, Maria Jafari. Audio Inpainting Toolbox. 2012, ⟨swh:1:dir:5a3b0b6734992b1f22b3807d90d8e4f23a8a1134;origin=https://hal.archives-ouvertes.fr/hal-02963154;visit=swh:1:snp:763ff6e890564bc78b23a67d1ea66d25b166c85c;anchor=swh:1:rev:82ecc00368b9e69f694b72ea76b47f7c4a4873fc;path=/⟩. ⟨hal-02963154⟩
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https://hal.inria.fr/hal-02963154/file/AudioInpaintingToolbox.zip BibTex

2011

Journal articles

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Maria Jafari, Mark D. Plumbley. Fast dictionary learning for sparse representations of speech signals. IEEE Journal of Selected Topics in Signal Processing, IEEE, 2011, 5 (5), pp.17. ⟨10.1109/JSTSP.2011.2157892⟩. ⟨inria-00599051v2⟩
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https://hal.inria.fr/inria-00599051/file/JafariPlumbley11-jstsp_accepted.pdf BibTex
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Boaz Ophir, Michael Lustig, Michael Elad. Multi-Scale Dictionary Learning using Wavelets. IEEE Journal of Selected Topics in Signal Processing, IEEE, 2011, 5 (5), ⟨10.1109/JSTSP.2011.2155032⟩. ⟨hal-00700250⟩
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Rémi Gribonval. Should penalized least squares regression be interpreted as Maximum A Posteriori estimation?. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2011, 59 (5), pp.2405-2410. ⟨10.1109/TSP.2011.2107908⟩. ⟨inria-00486840v4⟩
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https://hal.inria.fr/inria-00486840/file/MAPvsOptim-revision-HAL.pdf BibTex
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David K. Hammond, Pierre Vandergheynst, Rémi Gribonval. Wavelets on graphs via spectral graph theory. Applied and Computational Harmonic Analysis, Elsevier, 2011, 30 (2), pp.129--150. ⟨10.1016/j.acha.2010.04.005⟩. ⟨inria-00541855⟩
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https://hal.inria.fr/inria-00541855/file/hammond-vandergheynst-gribonval-acha-2009r.pdf BibTex
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Boris Mailhé, Rémi Gribonval, Pierre Vandergheynst, Frédéric Bimbot. Fast orthogonal sparse approximation algorithms over local dictionaries. Signal Processing, Elsevier, 2011, ⟨10.1016/j.sigpro.2011.01.004⟩. ⟨hal-00460558v3⟩
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https://hal.inria.fr/hal-00460558/file/LocOMP.pdf BibTex
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Idan Ram, Michael Elad, Israel Cohen. Generalized Tree-Based Wavelet Transform. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2011, 59 (9), pp.4199 -4209. ⟨10.1109/TSP.2011.2158428⟩. ⟨hal-00705951⟩
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Idan Ram, Michael Elad, Israel Cohen. Redundant Wavelets on Graphs and High Dimensional Data Clouds. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2011, 19 (5), ⟨10.1109/LSP.2012.2190983⟩. ⟨hal-00705953⟩
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Alexandre Alahi, Laurent Jacques, Y. Boursier, Pierre Vandergheynst. Sparsity Driven People Localization with a Heterogeneous Network of Cameras. Journal of Mathematical Imaging and Vision, Springer Verlag, 2011, 41 (1-2), ⟨10.1007/s10851-010-0258-7⟩. ⟨inria-00565264⟩
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Conference papers

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Sangnam Nam, Mike Davies, Michael Elad, Rémi Gribonval. Recovery of Cosparse Signals with Greedy Analysis Pursuit in the Presence of Noise. CAMSAP - 4th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing - 2011, Dec 2011, San Juan, Puerto Rico. ⟨hal-00691162⟩
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https://hal.inria.fr/hal-00691162/file/camsap11.pdf BibTex
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Bob Sturm, Mads Christensen, Rémi Gribonval. Cyclic Pure Greedy Algorithms for Recovering Compressively Sampled Sparse Signals. ASILOMAR 2011 - Forty Fifth Asilomar Conference on Signals, Systems and Computers, Nov 2011, Asilomar, United States. pp.1143--1147, ⟨10.1109/ACSSC.2011.6190193⟩. ⟨hal-00766199⟩
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https://hal.inria.fr/hal-00766199/file/SCG_04.pdf BibTex
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Alexis Benichoux, Emmanuel Vincent, Rémi Gribonval. A compressed sensing approach to the simultaneous recording of multiple room impulse responses. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, Oct 2011, New Paltz, NY, United States. pp.1. ⟨hal-00612911v2⟩
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https://hal.archives-ouvertes.fr/hal-00612911/file/BVG_waspaa_2011a_e.pdf BibTex
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Alexis Benichoux, Emmanuel Vincent, Rémi Gribonval. Optimisation convexe pour l'estimation simultanée de réponses acoustiques. 23e Colloque du Groupement de Recherche en Traitement du Signal et des Images, Sep 2011, Bordeaux, France. ⟨inria-00594252v2⟩
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https://hal.inria.fr/inria-00594252/file/Optimisation_convexe_pour.pdf BibTex
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Maria Jafari, F.L. Hedayioglu, M.T. Coimbra, Mark Plumbley. Blind source separation of periodic sources from sequentially recorded instantaneous mixtures. Image and Signal Processing and Analysis (ISPA), 2011 7th International Symposium on, Sep 2011, Dubrovnik, Croatia. ⟨hal-00700387⟩
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Raja Giryes, Michael Elad. DENOISING WITH GREEDY-LIKE PURSUIT ALGORITHMS. The 19th European Signal Processing Conference (EUSIPCO‐2011), Aug 2011, Barcelona, Spain. ⟨inria-00623895⟩
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https://hal.inria.fr/inria-00623895/file/EUSIPCO-Denoising-Guarantees.pdf BibTex
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Ken O'Hanlon, Mark Plumbley. STRUCTURE-AWARE DICTIONARY LEARNING WITH HARMONIC ATOMS. EUSIPCO 2011, Aug 2011, Barcelona, Spain. ⟨hal-00706003⟩
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Boaz Ophir, Michael Elad, Nancy Bertin, Mark D. Plumbley. Sequential Minimal Eigenvalues - An Approach to Analysis Dictionary Learning. The 19th European Signal Processing Conference (EUSIPCO‐2011), Aug 2011, Barcelona, Spain. ⟨inria-00577231⟩
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https://hal.inria.fr/inria-00577231/file/EUSIPCO2011_Analysis_Training.pdf BibTex
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Mehrdad Yaghoobi, Sangnam Nam, Rémi Gribonval, Mike E. Davies. Analysis Operator Learning for Overcomplete Cosparse Representations. European Signal Processing Conference (EUSIPCO'11), Aug 2011, Barcelona, Spain. ⟨inria-00583133⟩
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https://hal.inria.fr/inria-00583133/file/YNGD_CAOL_EUSIPCO11-2.pdf BibTex
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Aris Gretsistas, Mark Plumbley. A source localization approach based on structured sparsity for broadband far-field sources. SPARS' 11, Jun 2011, Edinburgh, United Kingdom. ⟨hal-00706034⟩
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Ken O'Hanlon, Mark Plumbley. Structure-aware non-negative dictionary learning. SPARS' 11, Jun 2011, Edinburgh, United Kingdom. ⟨hal-00706019⟩
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Gabriel Rilling, Yuehui Tao, Mike Davies, Ian Marshall. Near-optimal undersampling and reconstruction for MRI carotid blood flow measurement based on support splitting. SPARS' 11, Jun 2011, Edinburgh, United Kingdom. ⟨hal-00704385⟩
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Chaoran Du, Gabriel Rilling, Mike Davies, Bernard Mulgrew. Automatic target recognition from highly incomplete SAR data. SPARS' 11, Jun 2011, Edinburgh, United Kingdom. pp.805115, ⟨10.1117/12.883539⟩. ⟨hal-00704474⟩
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Sangnam Nam, Mike E. Davies, Michael Elad, Rémi Gribonval. Cosparse Analysis Modeling. Workshop on Signal Processing with Adaptive Sparse Structured Representations, Jun 2011, Edinburgh, United Kingdom. ⟨inria-00587943⟩
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https://hal.inria.fr/inria-00587943/file/cosparse_analysis_spars11.pdf BibTex
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Rémi Gribonval. An Overview of Analysis vs Synthesis in Low-Dimensional Signal Models. SPARS'11, Jun 2011, Edinburgh, United Kingdom. ⟨inria-00624355⟩
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Gilles Puy, Pierre Vandergheynst, Rémi Gribonval, Yves Wiaux. Spread Spectrum for Universal Compressive Sampling. SPARS'11, Jun 2011, Edinburgh, United Kingdom. ⟨inria-00582817⟩
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Amir Adler, Valentin Emiya, Maria Jafari, Michael Elad, Rémi Gribonval, et al.. A Reproducible Research Framework for Audio Inpainting. Workshop on Signal Processing with Adaptive Sparse Structured Representations, Jun 2011, Edinburgh, United Kingdom. ⟨inria-00587688⟩
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https://hal.inria.fr/inria-00587688/file/SPARS11_AudioInpainting.pdf BibTex
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Alexis Benichoux, Prasad Sudhakar, Rémi Gribonval. Well-posedness of the frequency permutation problem in sparse filter estimation with lp minimization. Signal Processing with Adaptive Sparse Structured Representations, Jun 2011, Edinburgh, United Kingdom. ⟨inria-00587789⟩
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Fabien Millioz, Mike E. Davies. Detection and Segmentation of FMCW Radar signals based on the Chirplet Transform. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2011), Jun 2011, Prague, Czech Republic. ⟨10.1109/ICASSP.2011.5946844⟩. ⟨inria-00577225⟩
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Daniele Barchiesi, Mark Plumbley. Dictionary learning of convolved signals. Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, May 2011, Praha, Czech Republic. pp.5812 -5815, ⟨10.1109/ICASSP.2011.5947682⟩. ⟨hal-00705998⟩
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F. Millioz, Mike Davies. Detection and segmentation of fmcw radar signals based on the chirplet transform. Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, May 2011, Praha, Czech Republic. pp.1765 -1768, ⟨10.1109/ICASSP.2011.5946844⟩. ⟨hal-00704374⟩
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J. Shtok, Michael Elad, Michael Zibulevsky. Sparsity-based Sinogram Denoising for low-dose Computed Tomography. Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, May 2011, Praha, Czech Republic. pp.569 -572, ⟨10.1109/ICASSP.2011.5946467⟩. ⟨hal-00700360⟩
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F.L. Hedayioglu, Maria Jafari, Sandra S. Mattost, Mark Plumbley, M.T. Coimbra. Separating sources from sequentially acquired mixtures of heart signals. Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, May 2011, Praha, Czech Republic. pp.653 -656, ⟨10.1109/ICASSP.2011.5946488⟩. ⟨hal-00700370⟩
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Simon Arberet, Prasad Sudhakar, Rémi Gribonval. A Wideband Doubly-Sparse Approach for MITO Sparse Filter Estimation. Acoustics, Speech and Signal Processing, IEEE International Conference on (ICASSP 2011), May 2011, Prague, Czech Republic. To appear, ⟨10.1109/ICASSP.2011.5947085⟩. ⟨inria-00567210v2⟩
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Sangnam Nam, Michael Davies, Michael Elad, Rémi Gribonval. Cosparse Analysis Modeling - Uniqueness and Algorithms. Acoustics, Speech and Signal Processing, IEEE International Conference on (ICASSP 2011), May 2011, Prague, Czech Republic. ⟨10.1109/ICASSP.2011.5947680⟩. ⟨inria-00557933⟩
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Amir Adler, Valentin Emiya, Maria Jafari, Michael Elad, Rémi Gribonval, et al.. A Constrained Matching Pursuit Approach to Audio Declipping. Acoustics, Speech and Signal Processing, IEEE International Conference on (ICASSP 2011), May 2011, Prague, Czech Republic. ⟨10.1109/ICASSP.2011.5946407⟩. ⟨inria-00557021⟩
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https://hal.inria.fr/inria-00557021/file/2011-05-22_ICASSP_declipping.hal.pdf BibTex
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Tomer Faktor, Yonina Eldar, Michael Elad. Denoising of Image Patches via Sparse Represenattions with Learned Statistical Dependencies. IEEE International Conference on Acoustics, Speech and Signal Processing, May 2011, Prague, Czech Republic. ⟨inria-00582956⟩
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Sangnam Nam, Mike E. Davies, Michael Elad, Rémi Gribonval. Cosparse Analysis Modeling. The 9th International Conference on Sampling Theory and Applications, May 2011, Singapore, Singapore. ⟨inria-00591779⟩
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https://hal.inria.fr/inria-00591779/file/P0178.pdf BibTex
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Chaoran Du, Gabriel Rilling, Mike Davies, Bernard Mulgrew. Automatic target recognition from highly incomplete SAR data. Algorithms for synthetic aperture radar imagery XVIII, Apr 2011, Orlando, United States. pp.805115, ⟨10.1117/12.883539⟩. ⟨hal-00704371⟩
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Ken O'Hanlon, Mark D. Plumbley. Automatic transcription using structured sparse non-negative dictionary learning. SMALL Workshop on Sparse Dictionary Learning, Jan 2011, London, United Kingdom. ⟨inria-00572969⟩
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Aris Gretsistas, Mark D. Plumbley. Approximate Conjugate Gradient Polytope Faces Pursuit for large scale sparse recovery problems. SMALL Workshop on Sparse Dictionary Learning, SMALL project, Jan 2011, London, United Kingdom. ⟨inria-00567984⟩
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Ivan Damnjanovic, Matthew Davies, Mark D. Plumbley. Sparse Representations and Dictionary Learning Evaluation Framework – SMALLbox. SMALL Workshop on Sparse Dictionary Learning, Jan 2011, London, United Kingdom. ⟨inria-00574114⟩
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Jules Espiau de Lamaëstre. Project SMALL: Overview. SMALL Workshop on Sparse Dictionary Learning, QMUL, Jan 2011, London, United Kingdom. ⟨inria-00574129⟩
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Gabriel Rilling, Yuehui Tao, Ian Marshall, Mike Davies. Multi-Lattice sampling strategies for region of interest dynamic MRI. submitted to Magnetic Resonance in Medicine, Proceedings of the International Society for Magnetic Resonance in Medicine, 2011, montreal, Canada. ⟨hal-00704531⟩
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Raja Giryes, Sangnam Nam, Rémi Gribonval, Mike E. Davies. Iterative Cosparse Projection Algorithms for the Recovery of Cosparse Vectors. The 19th European Signal Processing Conference (EUSIPCO‐2011), 2011, Barcelona, Spain. ⟨inria-00611592⟩
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https://hal.inria.fr/inria-00611592/file/1569427149.pdf BibTex

Book sections

ref_biblio
Mike E. Davies, Thomas Blumensath, Gabriel Rilling. Greedy Algorithms for Compressed Sensing. Y. C. Eldar and G. Kutyniok. Compressed Sensing: Theory and Applications, Cambridge University Press, 2011. ⟨inria-00574440⟩
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Other publications

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Mohammad Golbabaee, Pierre Vandergheynst. Guaranteed recovery of a low-rank and joint-sparse matrix from incomplete and noisy measurements. 2011. ⟨hal-00705943⟩
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Michael Elad, Boaz Ophir. Interpolated dictionaries - a Multi-Scale Dictionary Learning Approach. 2011. ⟨inria-00577230⟩
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Poster communications

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Amir Adler, Valentin Emiya, Maria Jafari, Michael Elad, Rémi Gribonval, et al.. Audio inpainting: problem statement, relation with sparse representations and some experiments. SMALL Workshop on Sparse Dictionary Learning, Jan 2011, London, United Kingdom. 2011. ⟨inria-00560110⟩
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https://hal.inria.fr/inria-00560110/file/2010-01_SMALLWorkshop_AudioInpainting_emiya.pdf BibTex

Reports

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Alexis Benichoux, Prasad Sudhakar, Frédéric Bimbot, Rémi Gribonval. Well-posedness of the permutation problem in sparse filter estimation with lp minimization. [Research Report] RR-7782, INRIA. 2011, pp.20. ⟨hal-00640198⟩
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https://hal.inria.fr/hal-00640198/file/RR-7782.pdf BibTex
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Simon Arberet, Alexey Ozerov, Frédéric Bimbot, Rémi Gribonval. A Tractable Framework for Estimating and Combining Spectral Source Models for Audio Source Separation. [Research Report] RR-7556, 2011, pp.27. ⟨inria-00572249v2⟩
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2010

Journal articles

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Matthieu Kowalski, Emmanuel Vincent, Rémi Gribonval. Beyond the Narrowband Approximation: Wideband Convex Methods for Under-Determined Reverberant Audio Source Separation. IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2010, 18 (7), pp.1818 - 1829. ⟨10.1109/TASL.2010.2050089⟩. ⟨hal-00435897v3⟩
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https://hal.archives-ouvertes.fr/hal-00435897/file/kvg_taslp.pdf BibTex
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Anna Llagostera Casanovas, Monaci Gianluca, Pierre Vandergheynst, Rémi Gribonval. Blind Audiovisual Source Separation Based on Sparse Redundant Representations. IEEE Transactions on Multimedia, Institute of Electrical and Electronics Engineers, 2010, 12 (5), pp.358 -- 371. ⟨10.1109/TMM.2010.2050650⟩. ⟨inria-00541412⟩
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https://hal.inria.fr/inria-00541412/file/2010_IEEE_TMM_LlagosteraEtAl_BAVSS.pdf BibTex
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Rémi Gribonval, Karin Schnass. Dictionary Identification - Sparse Matrix-Factorisation via $\ell_1$-Minimisation. IEEE Transactions on Information Theory, Institute of Electrical and Electronics Engineers, 2010, 56 (7), pp.3523--3539. ⟨10.1109/TIT.2010.2048466⟩. ⟨hal-00541297⟩
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https://hal.archives-ouvertes.fr/hal-00541297/file/0904.4774v2.pdf BibTex
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Ngoc Duong, Emmanuel Vincent, Rémi Gribonval. Under-determined reverberant audio source separation using a full-rank spatial covariance model. IEEE Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2010, 18 (7), pp.1830--1840. ⟨10.1109/TASL.2010.2050716⟩. ⟨inria-00541865⟩
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Mark D. Plumbley, Thomas Blumensath, Laurent Daudet, Rémi Gribonval, Mike E. Davies. Sparse Representations in Audio and Music: from Coding to Source Separation. Proceedings of the IEEE, Institute of Electrical and Electronics Engineers, 2010, 98 (6), pp.995--1005. ⟨10.1109/JPROC.2009.2030345⟩. ⟨inria-00489524⟩
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https://hal.inria.fr/inria-00489524/file/2010_ProcIEEE_PlumbleyEtAl_AuthorVersion.pdf BibTex
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Matan Protter, Irad Yavneh, Michael Elad. Closed-Form MMSE Estimation for Signal Denoising Under Sparse Representation Modeling Over a Unitary Dictionary. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2010, 58 (7), pp.3471 -3484. ⟨10.1109/TSP.2010.2046596⟩. ⟨inria-00577220⟩
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Zvika Ben-Haim, Yonina C. Eldar, Michael Elad. Coherence-Based Performance Guarantees for Estimating a Sparse Vector Under Random Noise. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2010, 58 (10), pp.5030 -5043. ⟨10.1109/TSP.2010.2052460⟩. ⟨inria-00567465⟩
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Michael Zibulevsky, Michael Elad. L1-L2 Optimization in Signal and Image Processing. Signal Processing Magazine, IEEE, IEEE Signal Processing Society, 2010, 27 (3), pp.76 -88. ⟨10.1109/MSP.2010.936023⟩. ⟨inria-00567455⟩
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Amir Adler, Yacov Hel-Or, Michael Elad. A Shrinkage Learning Approach for Single Image Super-Resolution with Overcomplete Representations. Computer Vision -- ECCV 2010 Computer Vision -- ECCV 2010 11th European Conference on Computer Vision, Heraklion, Crete, Greece, September 5-11, 2010, Proceedings, Part II, Springer-Verlag Berlin Heidelberg, 2010, pp.622-635. ⟨inria-00565843⟩
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Michael Elad, Mario A. T. Figueiredo, Yi Ma. On the Role of Sparse and Redundant Representations in Image Processing. Proceedings of the IEEE, Institute of Electrical and Electronics Engineers, 2010, 98 (6), pp.972 -982. ⟨10.1109/JPROC.2009.2037655⟩. ⟨inria-00568893⟩
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Ron Rubinstein, A.M. Bruckstein, Michael Elad. Dictionaries for Sparse Representation Modeling. Proceedings of the IEEE, Institute of Electrical and Electronics Engineers, 2010, 98 (6), pp.1045 -1057. ⟨10.1109/JPROC.2010.2040551⟩. ⟨inria-00565811⟩
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Conference papers

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Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst. Distributed Compressed Sensing of Hyperspectral Images via Blind Source Separation. The Asilomar Conference on Signals, Systems, and Computers, Nov 2010, Pacific grove, United States. ⟨inria-00565279⟩
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Ivan Damnjanovic, Matthew Davies, Mark D. Plumbley. SMALLbox - an evaluation framework for sparse representations and dictionary learning algorithms. Proceedings of the 9th international conference on Latent variable analysis and signal separation, Sep 2010, Berlin, Germany. pp.418--425, ⟨10.1007/978-3-642-15995-4_52⟩. ⟨inria-00574155⟩
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Aris Gretsistas, Mark D. Plumbley. A Multichannel Spatial Compressed Sensing Approach for Direction of Arrival Estimation. LVA/ 2010, Sep 2010, St Malo, France. pp.458--465, ⟨10.1007/978-3-642-15995-4_57⟩. ⟨inria-00565794⟩
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Prasad Sudhakar, Simon Arberet, Rémi Gribonval. Double Sparsity: Towards Blind Estimation of Multiple Channels. Latent Variable Analysis and Signal Separation, 9th International Conference on (LVA/ICA2010), INRIA, Sep 2010, St Malo, France. pp.571--578. ⟨inria-00537756⟩
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https://hal.inria.fr/inria-00537756/file/LVA_ICA10.pdf BibTex
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Simon Arberet. Hyper-DEMIX: Blind Source Separation of Hyperspectral Images Using Local ML Estimates. Proceedings of the 17th International Conference on Image Processing (ICIP 2010), Sep 2010, hong-kong, China. ⟨inria-00565265⟩
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Mohammad Golbabaee, Simon Arberet, Pierre Vandergheynst. Multichannel Compressed Sensing via Source Separation for Hyperspectral Images. Eusipco 2010, Aug 2010, Aalborg, Denmark. ⟨inria-00565277⟩
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Aris Gretsistas, Mark D. Plumbley. Stagewise Conjugate Gradient Polytope Faces Pursuit for large-scale sparse recovery problems. Conference on information representation and estimation (INSPIRE 2010), Jun 2010, Krakow, Poland. ⟨inria-00565800⟩
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Maria Jafari, Mark D. Plumbley. A Doubly Sparse Greedy Adaptive Dictionary Learning Algorithm for Music and Large-Scale Data. Audio Engineering Society Convention 128, May 2010, London, United Kingdom. ⟨10.1007/978-3-642-15995-4_71⟩. ⟨inria-00572953⟩
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Simon Arberet, Alexey Ozerov, Ngoc Duong, Emmanuel Vincent, Rémi Gribonval, et al.. Nonnegative matrix factorization and spatial covariance model for under-determined reverberant audio source separation. Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on, May 2010, Kuala Lumpur, Malaysia. pp.1--4, ⟨10.1109/ISSPA.2010.5605570⟩. ⟨inria-00541436⟩
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https://hal.inria.fr/inria-00541436/file/2010_ISSPA_ArberetEtAl.pdf BibTex
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Karin Schnass, Pierre Vandergheynst. A union of incoherent spaces model for classification. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, Mar 2010, Dallas, United States. pp.5490 -5493, ⟨10.1109/ICASSP.2010.5495208⟩. ⟨inria-00568895⟩
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Amir Adler, Yacov Hel-Or, Michael Elad. A weighted discriminative approach for image denoising with overcomplete representations. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, Mar 2010, Dallas, United States. pp.782 -785, ⟨10.1109/ICASSP.2010.5494973⟩. ⟨inria-00569053⟩
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Zvika Ben-Haim, Yonina C. Eldar, Michael Elad. Coherence-based near-oracle performance guarantees for sparse estimation under Gaussian noise. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, Mar 2010, dallas, United States. pp.3590 -3593, ⟨10.1109/ICASSP.2010.5495919⟩. ⟨inria-00569084⟩
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Anna Llagostera Casanovas, Pierre Vandergheynst. Audio-based nonlinear video diffusion. IEEE International Conference on Acoustics, Speech and Signal Processing, Mar 2010, dallas, United States. ⟨inria-00565244⟩
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Aris Gretsistas, Ivan Damnjanovic, Mark D. Plumbley. Gradient Polytope Faces Pursuit for large scale sparse recovery problems. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, Mar 2010, dallas, United States. pp.2030 -2033, ⟨10.1109/ICASSP.2010.5494955⟩. ⟨inria-00565791⟩
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Florent Jaillet, Rémi Gribonval, Mark Plumbley, Hadi Zayyani. An L1 criterion for dictionary learning by subspace identification. Acoustics, Speech and Signal Processing, IEEE Conference on (ICASSP'10), Mar 2010, Dallas, United States. pp.5482--5485. ⟨hal-00474328⟩
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https://hal.archives-ouvertes.fr/hal-00474328/file/2010_ICASSP_JailletEtAl_L1LearningSubspaceIdentif.pdf BibTex
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Mehrdad Yaghoobi, Laurent Daudet, Mike E. Davies. Structured and incoherent parametric dictionary design. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, Mar 2010, dallas, United States. pp.5486 -5489, ⟨10.1109/ICASSP.2010.5495207⟩. ⟨inria-00567534⟩
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Book sections

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Andrew Nesbit, Maria Jafari, Mark D. Plumbley. Audio Source Separation Using Sparse Representations. Wang, Wenwu. Machine Audition: Principles, Algorithms and Systems, Information Science Reference, pp.246--264, 2010. ⟨inria-00568890⟩
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Mehrdad Yaghoobi, Mike E. Davies. Dictionary Learning for Sparse Representations: A Pareto Curve Root Finding Approach. Vigneron, Vincent and Zarzoso, Vicente and Moreau, Eric and Gribonval, Rémi and Vincent, Emmanuel. Latent Variable Analysis and Signal Separation, 6365, Springer Berlin / Heidelberg, pp.410-417, 2010. ⟨inria-00567528⟩
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Poster communications

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Amir Adler, Valentin Emiya, Maria Jafari, Michael Elad, Rémi Gribonval, et al.. Audio inpainting: problem statement, relation with sparse representations and some experiments. 9th Int. Conf. on Latent Variable Analysis and Signal Separation, Sep 2010, Saint-Malo, France. 2010. ⟨inria-00545480⟩
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https://hal.inria.fr/inria-00545480/file/2010-09-27_LVA_AudioInpainting_emiya.pdf BibTex

Preprints, Working Papers, ...

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Mike E. Davies, Yonina C. Eldar. Rank Awareness in Joint Sparse Recovery. 2010. ⟨inria-00577210⟩
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https://arxiv.org/pdf/1004.4529 BibTex
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Javier Turek, Irad Yavneh, Matan Protter, Michael Elad. On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary. 2010. ⟨hal-00474157⟩
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https://arxiv.org/pdf/1003.3984 BibTex

2009

Conference papers

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Maria Jafari, Mark D. Plumbley. A sparse greedy algorithm for speech signals in noise. Conference on information representation and estimation. INSPIRE 2000, Sep 2009, London, United Kingdom. ⟨inria-00572961⟩
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Mehrdad Yaghoobi, Mike Davies. Compressible dictionary learning for fast sparse approximations. IEEE/SP 15th Workshop on Statistical Signal Processing, 2009. SSP '09., Aug 2009, Cardiff, United Kingdom. pp.662 -665, ⟨10.1109/SSP.2009.5278490⟩. ⟨hal-00733231⟩
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Mark Plumbley, M. Bevilacqua. Sparse reconstruction for compressed sensing using Stagewise Polytope Faces Pursuit. 16th International Conference on Digital Signal Processing, 2009, Jul 2009, Santorini, Greece. pp.1 -8, ⟨10.1109/ICDSP.2009.5201170⟩. ⟨hal-00733244⟩
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Boris Mailhé, Rémi Gribonval, Frédéric Bimbot, Mathieu Lemay, Pierre Vandergheynst, et al.. DICTIONARY LEARNING FOR THE SPARSE MODELLING OF ATRIAL FIBRILLATION IN ECG SIGNALS. ICASSP 2009, Apr 2009, Taipei, Taiwan. pp.465 - 468, ⟨10.1109/ICASSP.2009.4959621⟩. ⟨hal-00466973⟩
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https://hal.archives-ouvertes.fr/hal-00466973/file/atrial_dictionary_publisher_version.pdf BibTex
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Boris Mailhé, Rémi Gribonval, Pierre Vandergheynst, Frédéric Bimbot. A low complexity Orthogonal Matching Pursuit for sparse signal approximation with shift-invariant dictionaries. Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on, Apr 2009, Taipei, Taiwan. pp.3445 - 3448, ⟨10.1109/ICASSP.2009.4960366⟩. ⟨hal-00461092⟩
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https://hal.archives-ouvertes.fr/hal-00461092/file/LocOMP.pdf BibTex
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Mehrdad Yaghoobi, Laurent Daudet, Mike E. Davies. Parametric Dictionary Design for Sparse Coding. SPARS'09 - Signal Processing with Adaptive Sparse Structured Representations, Inria Rennes - Bretagne Atlantique, Apr 2009, Saint Malo, France. ⟨inria-00369364⟩
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https://hal.inria.fr/inria-00369364/file/14.pdf BibTex