Publications de Cédric FÉVOTTE
Arthur Marmin, José Henrique de M Goulart, Cédric Févotte
Joint Majorization-Minimization for Nonnegative Matrix Factorization with the $\beta$-divergence
Signal Processing, In press, 209, pp.109048. ⟨10.1016/j.sigpro.2023.109048⟩
Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
Sphere Refinement in Gap Safe Screening
IEEE Signal Processing Letters, 2023, ⟨10.1109/LSP.2023.3277792⟩
Ondřej Mokrý, Paul Magron, Thomas Oberlin, Cédric Févotte
Algorithms for audio inpainting based on probabilistic nonnegative matrix factorization
Signal Processing, 2023, ⟨10.1016/j.sigpro.2022.108905⟩
Arthur Marmin, José Henrique de Morais Goulart, Cédric Févotte
Majorization-minimization for Sparse Nonnegative Matrix Factorization with the $\beta$-divergence
IEEE Transactions on Signal Processing, 2023, 71, pp.1435-1447. ⟨10.1109/TSP.2023.3266939⟩
Sixin Zhang, Emmanuel Soubies, Cédric Févotte
Leveraging Joint-Diagonalization in Transform-Learning NMF
IEEE Transactions on Signal Processing, 2022, ⟨10.1109/TSP.2022.3188177⟩
A majorization-minimization algorithm for nonnegative binary matrix factorization
IEEE Signal Processing Letters, 2022, ⟨10.1109/LSP.2022.3187368⟩
Valentin Leplat, Nicolas Gillis, Cédric Févotte
Multi-resolution beta-divergence NMF for blind spectral unmixing
Signal Processing, 2022, 193, pp.108428. ⟨10.1016/j.sigpro.2021.108428⟩
Camille Castera, Cédric Févotte, Jérôme Bolte, Edouard Pauwels
Second-order step-size tuning of SGD for non-convex optimization
Neural Processing Letters, 2022, pp.1–26. ⟨10.1007/s11063-021-10705-5⟩
Neural content-aware collaborative filtering for cold-start music recommendation
Data Mining and Knowledge Discovery, 2022, ⟨10.1007/s10618-022-00859-8⟩
Pierre-Hugo Vial, Paul Magron, Thomas Oberlin, Cedric Fevotte
Learning the Proximity Operator in Unfolded ADMM for Phase Retrieval
IEEE Signal Processing Letters, 2022, 29, pp.1619-1623. ⟨10.1109/LSP.2022.3189275⟩
Louis Filstroff, Olivier Gouvert, Cédric Févotte, Olivier Cappé
A Comparative Study of Gamma Markov Chains for Temporal Non-Negative Factorization
IEEE Transactions on Signal Processing, 2021, ⟨10.1109/TSP.2021.3060000⟩
Ting Cai, Vincent y F Tan, Cédric Févotte
Adversarially-Trained Nonnegative Matrix Factorization
IEEE Signal Processing Letters, 2021, 28, pp.1415-1419. ⟨10.1109/LSP.2021.3092231⟩
Pierre-Hugo Vial, Paul Magron, Thomas Oberlin, Cédric Févotte
Phase retrieval with Bregman divergences and application to audio signal recovery
IEEE Journal of Selected Topics in Signal Processing, 2021, 15 (1)
Dana Lahat, Yanbin Lang, Vincent Tan, Cédric Févotte
Positive Semidefinite Matrix Factorization: A Connection with Phase Retrieval and Affine Rank Minimization
IEEE Transactions on Signal Processing, 2021, 69, pp.3059-3074. ⟨10.1109/TSP.2021.3071293⟩
Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
Expanding boundaries of Gap Safe screening
Journal of Machine Learning Research, 2021, 22 (236), pp.1-57
Camille Castera, Jérôme Bolte, Cédric Févotte, Edouard Pauwels
An Inertial Newton Algorithm for Deep Learning
Journal of Machine Learning Research, 2021, 22 (134)
Alberto Lumbreras, Louis Filstroff, Cédric Févotte
Bayesian mean-parameterized nonnegative binary matrix factorization
Data Mining and Knowledge Discovery, 2020, ⟨10.1007/s10618-020-00712-w⟩
Olivier Gouvert, Thomas Oberlin, Cédric Févotte
Negative Binomial Matrix Factorization
IEEE Signal Processing Letters, 2020, 27, ⟨10.1109/LSP.2020.2991613⟩
Sixin Zhang, Emmanuel Soubies, Cédric Févotte
On the Identifiability of Transform Learning for Non-negative Matrix Factorization
IEEE Signal Processing Letters, 2020, 27, pp.1555 – 1559. ⟨10.1109/LSP.2020.3020431⟩
Yanna Cruz Cavalcanti, Thomas Oberlin, Nicolas Dobigeon, Cédric Févotte, Simon Stute, Maria-Joao Ribeiro, Clovis Tauber
Factor analysis of dynamic PET images: beyond Gaussian noise
IEEE Transactions on Medical Imaging, 2019, 38 (9), pp.2231-2241. ⟨10.1109/TMI.2019.2906828⟩
Cédric Févotte, Matthieu Kowalski
Estimation with Low-Rank Time-Frequency Synthesis Models
IEEE Transactions on Signal Processing, 2018, 66 (15), pp.4121 – 4132. ⟨10.1109/TSP.2018.2844159⟩
Cédric Févotte, Nicolas Dobigeon
Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization
IEEE Transactions on Image Processing, 2015, vol. 24 (n° 12), pp. 4810-4819. ⟨10.1109/TIP.2015.2468177⟩
Laetitia Chapel, Rémi Flamary, Haoran Wu, Cédric Févotte, Gilles Gasso
Unbalanced Optimal Transport through Non-negative Penalized Linear Regression
Advances in Neural Information Processing Systems (NeurIPS), Dec 2021, Online, France
Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
Safe screening for sparse regression with the Kullback-Leibler divergence
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto (virtual), Canada
Paul Magron, Pierre-Hugo Vial, Thomas Oberlin, Cédric Févotte
Phase recovery with Bregman divergences for audio source separation
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto, Canada
Leveraging the structure of musical preference in content-aware music recommendation
IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2021, Toronto, Canada
Positive Semidefinite Matrix Factorization Based on Truncated Wirtinger Flow
European Conference on Signal Processing (EUSIPCO), Jan 2021, Virtual Amsterdam, Netherlands
Pierre-Hugo Vial, Paul Magron, Thomas Oberlin, Cédric Févotte
Phase retrieval with Bregman divergences: Application to audio signal recovery
International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST 2020), Sébastien Bourguignon (Centrale Nantes, LS2N, Nantes, France); Cédric Herzet (INRIA Rennes, France); Jérôme Idier (CNRS, LS2N, Nantes, France); Charles Soussen (CentraleSupélec, L2S, Gif-Sur-Yvette, France), Dec 2020, Nantes (virtual), France
Positive semidefinite matrix factorization: A link to phase retrieval and a block gradient algorithm
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona (virtual), Spain. ⟨10.1109/ICASSP40776.2020.9053938⟩
Olivier Gouvert, Thomas Oberlin, Cédric Févotte
Ordinal Non-negative Matrix Factorization for Recommendation
International Conference on Machine Learning (ICML), 2020, Vienna (virtual), Austria
Camille Castera, Jérôme Bolte, Cédric Févotte, Edouard Pauwels
An Inertial Newton Algorithm for Deep Learning
Thirty-third Conference on Neural Information Processing Systems : Beyond First Order Methods in ML (NeurIPS Workshop2019), Neural Information Processing Systems Foundation, Dec 2019, Vancouver, Canada
Rui Xia, Vincent Y.F. Tan, Louis Filstroff, Cédric Févotte
A Ranking Model Motivated by Nonnegative Matrix Factorization with Applications to Tennis Tournaments
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD), Sep 2019, Wurzburg, Germany
Olivier Gouvert, Thomas Oberlin, Cédric Févotte
Recommendation from raw data with adaptive compound Poisson factorization
Conference on Uncertainty in Artificial Intelligence – UAI 2019, Jul 2019, Tel Aviv, Israel. pp.0
Dylan Fagot, Herwig Wendt, Cédric Févotte, Paris Smaragdis
Majorization-minimization algorithms for convolutive NMF with the beta-divergence
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019), May 2019, Brighton, United Kingdom. pp.8202-8206
Yanna Cruz Cavalcanti, Thomas Oberlin, Nicolas Dobigeon, Cédric Févotte, Simon Stute, Clovis Tauber
Unmixing dynamic PET images: combining spatial heterogeneity and non-Gaussian noise
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019), May 2019, Brighton, United Kingdom. pp.1373-1377
Pierre Ablin, Dylan Fagot, Herwig Wendt, Alexandre Gramfort, Cédric Févotte
A quasi-Newton algorithm on the orthogonal manifold for NMF with transform learning
IEEE-ICASSP 2019 – International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom
Olivier Gouvert, Thomas Oberlin, Cédric Févotte
Matrix co-factorization for cold-start recommendation
19th International Society for Music Information Retrieval Conference (ISMIR 2018), Sep 2018, Paris, France. pp.1-7
Herwig Wendt, Dylan Fagot, Cédric Févotte
Jacobi Algorithm for Nonnegative Matrix Factorization with Transform Learning
26th European Signal and Image Processing Conference (EUSIPCO 2018), Sep 2018, Rome, Italy. pp.1607-1701
Dylan Fagot, Herwig Wendt, Cédric Févotte
Nonnegative Matrix Factorization With Transform Learning
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2018), Apr 2018, Calgary, Canada. pp.1-5, ⟨10.1109/ICASSP.2018.8461803⟩
Louis Filstroff, Alberto Lumbreras, Cédric Févotte
Closed-form Marginal Likelihood in Gamma-Poisson Matrix Factorization
Proc. International Conference on Machine Learning (ICML), 2018, Stockholm, Sweden
Rémi Flamary, Cédric Févotte, Nicolas Courty, Valentin Emiya
Optimal spectral transportation with application to music transcription
Advances in Neural Information Processing Systems (NIPS), Dec 2016, Barcelona, Spain
Ronan Hamon, Valentin Emiya, Cédric Févotte
Convex nonnegative matrix factorization with missing data
IEEE International Workshop on Machine Learning for Signal Processing, Sep 2016, Vietri sul Mare, Salerno, Italy
Ronan Hamon, Valentin Emiya, Cédric Févotte
Factorisation archétypale en matrices non-négatives avec données manquantes
Conférence francophone sur l’apprentissage automatique (CAp 2016), Jul 2016, Marseille, France
Nicolas Dobigeon, Cédric Févotte
Robust nonnegative matrix factorization for nonlinear unmixing of hyperspectral images (regular paper)
Dans : IEEE Workshop on Hyperspectral Image and SIgnal Processing: Evolution in Remote Sensing (WHISPERS 2013), Gainesville, FL, 25/06/13-28/06/13, IEEE : Institute of Electrical and Electronics Engineers, (support électronique), juin 2013.
Michel Devy, Frédéric Lerasle, Nicolas Dobigeon, Cédric Févotte
Perception et apprentissage de représentations
Intelligence artificielle – Regards croisés de chercheur·es, 44, La Dépêche; CNRS, pp.12-15, 2020, Le Petit Illustré
Alexey Ozerov, Cédric Févotte, Emmanuel Vincent
An introduction to multichannel NMF for audio source separation
Audio Source Separation, Springer, 2018, Signals and Communication Technology
Cédric Févotte, Emmanuel Vincent, Alexey Ozerov
Single-channel audio source separation with NMF: divergences, constraints and algorithms
Audio Source Separation, Springer, 2018
Cédric Févotte, Paris Smaragdis, Nasser Mohammadiha, Gautham Jean Mysore
Temporal extensions of nonnegative matrix factorization
Audio Source Separation and Speech Enhancement, 2018
Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
Accelerating Non-Negative and Bounded-Variable Linear Regression Algorithms with Safe Screening
2023