Rémi Gribonval
Orcid: 0000-0002-9450-8125
According to our database1,
Rémi Gribonval
authored at least 235 papers
between 1996 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2014, "For contributions to the theory and applications of sparse signal processing".
Timeline
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On csauthors.net:
Bibliography
2024
Trans. Mach. Learn. Res., 2024
J. Mach. Learn. Res., 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
2023
IEEE Trans. Inf. Theory, June, 2023
Spurious Valleys, NP-Hardness, and Tractability of Sparse Matrix Factorization with Fixed Support.
SIAM J. Matrix Anal. Appl., June, 2023
SIAM J. Math. Data Sci., March, 2023
Trans. Mach. Learn. Res., 2023
Trans. Mach. Learn. Res., 2023
Controlling Wasserstein Distances by Kernel Norms with Application to Compressive Statistical Learning.
J. Mach. Learn. Res., 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the Eleventh International Conference on Learning Representations, 2023
2022
Nonsmooth Convex Optimization to Estimate the Covid-19 Reproduction Number Space-Time Evolution With Robustness Against Low Quality Data.
IEEE Trans. Signal Process., 2022
CoRR, 2022
Proceedings of the IEEE International Conference on Acoustics, 2022
Proceedings of the IEEE International Conference on Acoustics, 2022
2021
Sparsity-Based Audio Declipping Methods: Selected Overview, New Algorithms, and Large-Scale Evaluation.
IEEE ACM Trans. Audio Speech Lang. Process., 2021
IEEE Signal Process. Mag., 2021
Spurious Valleys, Spurious Minima and NP-hardness of Sparse Matrix Factorization With Fixed Support.
CoRR, 2021
Optimization of the Diffusion Time in Graph Diffused-Wasserstein Distances: Application to Domain Adaptation.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021
Proceedings of the 9th International Conference on Learning Representations, 2021
Proceedings of the IEEE International Conference on Acoustics, 2021
2020
Sparsity-based audio declipping methods: overview, new algorithms, and large-scale evaluation.
CoRR, 2020
Statistical Learning Guarantees for Compressive Clustering and Compressive Mixture Modeling.
CoRR, 2020
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020
Proceedings of the 8th International Conference on Learning Representations, 2020
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020
2019
Stable Safe Screening and Structured Dictionaries for Faster ℓ<sub>1</sub> Regularization.
IEEE Trans. Signal Process., 2019
IEEE Trans. Signal Process., 2019
SIAM J. Matrix Anal. Appl., 2019
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the 7th International Conference on Learning Representations, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Learning Tensor-structured Dictionaries with Application to Hyperspectral Image Denoising.
Proceedings of the 27th European Signal Processing Conference, 2019
2018
IEEE Trans. Signal Inf. Process. over Networks, 2018
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
Proceedings of the 25th International Conference on Telecommunications, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Faster and Still Safe: Combining Screening Techniques and Structured Dictionaries to Accelerate the Lasso.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Learning Fast Dictionaries for Sparse Representations Using Low-Rank Tensor Decompositions.
Proceedings of the Latent Variable Analysis and Signal Separation, 2018
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018
2017
IEEE Trans. Inf. Theory, 2017
SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity.
NeuroImage, 2017
CoRR, 2017
CoRR, 2017
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017
Proceedings of the IEEE International Conference on Computer Vision, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 25th European Signal Processing Conference, 2017
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017
Spatial and rotation invariant 3D gesture recognition based on sparse representation.
Proceedings of the 2017 IEEE Symposium on 3D User Interfaces, 2017
2016
IEEE Trans. Signal Process., 2016
IEEE Trans. Signal Process., 2016
IEEE Trans. Commun., 2016
IEEE J. Sel. Top. Signal Process., 2016
IEEE J. Sel. Top. Signal Process., 2016
CoRR, 2016
Proceedings of the third "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'16).
CoRR, 2016
Adaptive Tone Reservation for Better BER Performance in a Frequency Selective Fading Channel.
Proceedings of the IEEE 83rd Vehicular Technology Conference, 2016
A framework for low-complexity signal recovery and its application to structured sparsity.
Proceedings of the 2016 IEEE Information Theory Workshop, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Joint estimation of sound source location and boundary impedance with physics-driven cosparse regularization.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
Proceedings of the Computer Vision - ECCV 2016, 2016
2015
Dynamic Screening: Accelerating First-Order Algorithms for the Lasso and Group-Lasso.
IEEE Trans. Signal Process., 2015
IEEE Trans. Inf. Theory, 2015
IEEE Trans. Inf. Theory, 2015
J. Math. Imaging Vis., 2015
Stable recovery of low-dimensional cones in Hilbert spaces: One RIP to rule them all.
CoRR, 2015
CoRR, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the Latent Variable Analysis and Signal Separation, 2015
Proceedings of the 23rd European Signal Processing Conference, 2015
Proceedings of the 23rd European Signal Processing Conference, 2015
Proceedings of the 23rd European Signal Processing Conference, 2015
Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
2014
IEEE Trans. Signal Process., 2014
IEEE Trans. Signal Process., 2014
Fundamental Performance Limits for Ideal Decoders in High-Dimensional Linear Inverse Problems.
IEEE Trans. Inf. Theory, 2014
From Blind to Guided Audio Source Separation: How models and side information can improve the separation of sound.
IEEE Signal Process. Mag., 2014
Closed-form approximations of the peak-to-average power ratio distribution for multi-carrier modulation and their applications.
EURASIP J. Adv. Signal Process., 2014
Learning computationally efficient dictionaries and their implementation as fast transforms.
CoRR, 2014
Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14).
CoRR, 2014
Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014
Brain source localization using a physics-driven structured cosparse representation of EEG signals.
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014
Proceedings of the 6th International Symposium on Communications, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Closed-form approximations of the PAPR distribution for Multi-Carrier Modulation systems.
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
2013
IEEE Trans. Signal Process., 2013
IEEE Trans. Inf. Theory, 2013
Exact Recovery Conditions for Sparse Representations With Partial Support Information.
IEEE Trans. Inf. Theory, 2013
The restricted isometry property meets nonlinear approximation with redundant frames.
J. Approx. Theory, 2013
Spatial location priors for Gaussian model based reverberant audio source separation.
EURASIP J. Adv. Signal Process., 2013
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Compressed sensing and best approximation from unions of subspaces: Beyond dictionaries.
Proceedings of the 21st European Signal Processing Conference, 2013
Proceedings of the 21st European Signal Processing Conference, 2013
2012
IEEE Trans. Inf. Theory, 2012
A tractable framework for estimating and combining spectral source models for audio source separation.
Signal Process., 2012
Universal and efficient compressed sensing by spread spectrum and application to realistic Fourier imaging techniques.
EURASIP J. Adv. Signal Process., 2012
Local stability and robustness of sparse dictionary learning in the presence of noise
CoRR, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the Latent Variable Analysis and Signal Separation, 2012
2011
Should Penalized Least Squares Regression be Interpreted as Maximum A Posteriori Estimation?
IEEE Trans. Signal Process., 2011
Signal Process., 2011
A compressed sensing approach to the simultaneous recording of multiple room impulse responses.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
An acoustically-motivated spatial prior for under-determined reverberant source separation.
Proceedings of the IEEE International Conference on Acoustics, 2011
Multichannel harmonic and percussive component separation by joint modeling of spatial and spectral continuity.
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the 19th European Signal Processing Conference, 2011
Proceedings of the 19th European Signal Processing Conference, 2011
Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
A robust method to count and locate audio sources in a multichannel underdetermined mixture.
IEEE Trans. Signal Process., 2010
IEEE Trans. Multim., 2010
IEEE Trans. Inf. Theory, 2010
Beyond the Narrowband Approximation: Wideband Convex Methods for Under-Determined Reverberant Audio Source Separation.
IEEE Trans. Speech Audio Process., 2010
Under-Determined Reverberant Audio Source Separation Using a Full-Rank Spatial Covariance Model.
IEEE Trans. Speech Audio Process., 2010
Proc. IEEE, 2010
Nonnegative matrix factorization and spatial covariance model for under-determined reverberant audio source separation.
Proceedings of the 10th International Conference on Information Sciences, 2010
Proceedings of the IEEE International Conference on Acoustics, 2010
Under-determined convolutive blind source separation using spatial covariance models.
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the Latent Variable Analysis and Signal Separation, 2010
Crystal-MUSIC: Accurate Localization of Multiple Sources in Diffuse Noise Environments Using Crystal-Shaped Microphone Arrays.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010
Under-Determined Reverberant Audio Source Separation Using Local Observed Covariance and Auditory-Motivated Time-Frequency Representation.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010
2009
Restricted isometry constants where l<sup>p</sup>sparse recovery can fail for 0 < p <= 1.
IEEE Trans. Inf. Theory, 2009
Probabilistic scoring using decision trees for fast and scalable speaker recognition.
Speech Commun., 2009
Dictionary Identification - Sparse Matrix-Factorisation via ℓ<sub>1</sub>-Minimisation
CoRR, 2009
An investigation of discrete-state discriminant approaches to single-sensor source separation.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2009
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2009
Proceedings of the Independent Component Analysis and Signal Separation, 2009
A Sparsity-Based Method to Solve Permutation Indeterminacy in Frequency-Domain Convolutive Blind Source Separation.
Proceedings of the Independent Component Analysis and Signal Separation, 2009
Blind Spectral-GMM Estimation for Underdetermined Instantaneous Audio Source Separation.
Proceedings of the Independent Component Analysis and Signal Separation, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
A low complexity Orthogonal Matching Pursuit for sparse signal approximation with shift-invariant dictionaries.
Proceedings of the IEEE International Conference on Acoustics, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
2008
Beyond sparsity: Recovering structured representations by <i>l</i><sup>1</sup>{\ell}^1 minimization and greedy algorithms.
Adv. Comput. Math., 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
2007
Adaptation of Bayesian Models for Single-Channel Source Separation and its Application to Voice/Music Separation in Popular Songs.
IEEE Trans. Speech Audio Process., 2007
Signal Process., 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
A Robust Method to Count and Locate Audio Sources in a Stereophonic Linear Anechoic Mixture.
Proceedings of the IEEE International Conference on Acoustics, 2007
2006
On the exponential convergence of matching pursuits in quasi-incoherent dictionaries.
IEEE Trans. Inf. Theory, 2006
IEEE Trans. Speech Audio Process., 2006
IEEE Trans. Speech Audio Process., 2006
Experiments in audio source separation with one sensor for robust speech recognition.
Speech Commun., 2006
Signal Process., 2006
Proceedings of the Multimedia Content Representation, 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Under-Determined Source Separation: Comparison of Two Approaches Based on Sparse Decompositions.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2006
A Robust Method to Count and Locate Audio Sources in a Stereophonic Linear Instantaneous Mixture.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2006
A survey of Sparse Component Analysis for blind source separation: principles, perspectives, and new challenges.
Proceedings of the 14th European Symposium on Artificial Neural Networks, 2006
2005
IEEE Trans. Neural Networks, 2005
Proceedings of the 9th European Conference on Speech Communication and Technology, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005
2004
On the Strong Uniqueness of Highly Sparse Representations from Redundant Dictionaries.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2004
2003
IEEE Trans. Signal Process., 2003
Proceedings of the ITRW on Non-Linear Speech Processing, 2003
Proceedings of the 2003 International Conference on Image Processing, 2003
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
Non negative sparse representation for Wiener based source separation with a single sensor.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003
2002
Sparse decomposition of stereo signals with Matching Pursuit and application to blind separation of more than two sources from a stereo mixture.
Proceedings of the IEEE International Conference on Acoustics, 2002
2001
IEEE Trans. Signal Process., 2001
J. Approx. Theory, 2001
1996
Proceedings of the 1996 International Computer Music Conference, 1996