Single autoterms selection for blind source separation in time-frequency plane. - Ales Holobar; Cédric Févotte; Christian Doncarli; Damjan Zazula (EUSIPCO, 2002)

Blind source separation of FIR convolutive mixtures: application to speech signals. - Cédric Févotte; Alexandra Debiolles; Christian Doncarli (NOLISP, 2003)

Bayesian Approach for Blind Separation of Underdetermined Mixtures of Sparse Sources. - Cédric Févotte; Simon J. Godsill; Patrick J. Wolfe (ICA, 2004)

Two contributions to blind source separation using time-frequency distributions. - Cédric Févotte; Christian Doncarli (IEEE Signal Process. Lett., 2004)

Blind separation of linear instantaneous mixtures of nonstationary surface myoelectric signals. - Dario Farina; Cédric Févotte; Christian Doncarli; Roberto Merletti (IEEE Trans. Biomed. Eng., 2004)

Blind separation of sparse sources using variational EM. - Ali Taylan Cemgil; Cédric Févotte; Simon J. Godsill (EUSIPCO, 2005)

BASS-dB Multitrack recordings. - Emmanuel Vincent 001; Rémi Gribonval; Cédric Févotte; Andrew Nesbit; Mark D. Plumbley; Mike E. Davies 001; Laurent Daudet (Zenodo, 2005)

Bayesian blind separation of audio mixtures with structured priors. - Cédric Févotte (EUSIPCO, 2006)

Blind Separation of Sparse Sources Using Jeffrey's Inverse Prior and the EM Algorithm. - Cédric Févotte; Simon J. Godsill (ICA, 2006)

Kernel PCA Based Estimation of the Mixing Matrix in Linear Instantaneous Mixtures of Sparse Sources. - Frédéric Desobry; Cédric Févotte (ICASSP (5), 2006)

Sparse Regression with Structured Priors: Application to Audio Denoising. - Cédric Févotte; Laurent Daudet; Simon J. Godsill; Bruno Torrésani (ICASSP (3), 2006)

Sparse linear regression in unions of bases via Bayesian variable selection. - Cédric Févotte; Simon J. Godsill (IEEE Signal Process. Lett., 2006)

A Bayesian Approach for Blind Separation of Sparse Sources. - Cédric Févotte; Simon J. Godsill (IEEE Trans. Speech Audio Process., 2006)

Performance measurement in blind audio source separation. - Emmanuel Vincent 001; Rémi Gribonval; Cédric Févotte (IEEE Trans. Speech Audio Process., 2006)

Bayesian Audio Source Separation. - Cédric Févotte (Blind Speech Separation, 2007)

Bayesian computational methods for sparse audio and music processing. - Simon J. Godsill; Ali Taylan Cemgil; Cédric Févotte; Patrick J. Wolfe (EUSIPCO, 2007)

Pivot Selection Strategies in Jacobi Joint Block-Diagonalization. - Cédric Févotte; Fabian J. Theis (ICA, 2007)

Variational and stochastic inference for Bayesian source separation. - Ali Taylan Cemgil; Cédric Févotte; Simon J. Godsill (Digit. Signal Process., 2007)

Evaluation of several strategies for single sensor speech/music separation. - Raphaël Blouet; Guy Rapaport; Cédric Févotte (ICASSP, 2008)

Sparse Linear Regression With Structured Priors and Application to Denoising of Musical Audio. - Cédric Févotte; Bruno Torrésani; Laurent Daudet; Simon J. Godsill (IEEE Trans. Speech Audio Process., 2008)

Main instrument separation from stereophonic audio signals using a source/filter model. - Jean-Louis Durrieu; Alexey Ozerov; Cédric Févotte; Gaël Richard; Bertrand David 002 (EUSIPCO, 2009)

Nonnegative matrix factorizations as probabilistic inference in composite models. - Cédric Févotte; Ali Taylan Cemgil (EUSIPCO, 2009)

A tempering approach for Itakura-Saito non-negative matrix factorization. With application to music transcription. - Nancy Bertin; Cédric Févotte; Roland Badeau (ICASSP, 2009)

Multichannel nonnegative matrix factorization in convolutive mixtures. With application to blind audio source separation. - Alexey Ozerov; Cédric Févotte (ICASSP, 2009)

Template-based Chord Recognition : Influence of the Chord Types. - Laurent Oudre; Yves Grenier; Cédric Févotte (ISMIR, 2009)

Chord recognition using measures of fit, chord templates and filtering methods. - Laurent Oudre; Yves Grenier; Cédric Févotte (WASPAA, 2009)

Factorial Scaled Hidden Markov Model for polyphonic audio representation and source separation. - Alexey Ozerov; Cédric Févotte; Maurice Charbit (WASPAA, 2009)

Nonnegative Matrix Factorization with the Itakura-Saito Divergence: With Application to Music Analysis. - Cédric Févotte; Nancy Bertin; Jean-Louis Durrieu (Neural Comput., 2009)

Notes on Nonnegative Tensor Factorization of the Spectrogram for Audio Source Separation: Statistical Insights and Towards Self-Clustering of the Spatial Cues. - Cédric Févotte; Alexey Ozerov (CMMR, 2010)

Split gradient method for nonnegative matrix factorization. - Henri Lantéri; Céline Theys; Cédric Richard; Cédric Févotte (EUSIPCO, 2010)

Probabilistic framework for template-based chord recognition. - Laurent Oudre; Cédric Févotte; Yves Grenier (MMSP, 2010)

Algorithms for nonnegative matrix factorization with the beta-divergence - Cédric Févotte; Jérôme Idier (CoRR, 2010)

Source/Filter Model for Unsupervised Main Melody Extraction From Polyphonic Audio Signals. - Jean-Louis Durrieu; Gaël Richard; Bertrand David 002; Cédric Févotte (IEEE Trans. Speech Audio Process., 2010)

Multichannel Nonnegative Matrix Factorization in Convolutive Mixtures for Audio Source Separation. - Alexey Ozerov; Cédric Févotte (IEEE Trans. Speech Audio Process., 2010)

Maximum marginal likelihood estimation for nonnegative dictionary learning. - Onur Dikmen; Cédric Févotte (ICASSP, 2011)

Majorization-minimization algorithm for smooth Itakura-Saito nonnegative matrix factorization. - Cédric Févotte (ICASSP, 2011)

Itakura-Saito nonnegative matrix factorization with group sparsity. - Augustin Lefèvre; Francis R. Bach; Cédric Févotte (ICASSP, 2011)

Multichannel nonnegative tensor factorization with structured constraints for user-guided audio source separation. - Alexey Ozerov; Cédric Févotte; Raphaël Blouet; Jean-Louis Durrieu (ICASSP, 2011)

Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation. - Onur Dikmen; Cédric Févotte (NIPS, 2011)

Online algorithms for nonnegative matrix factorization with the Itakura-Saito divergence. - Augustin Lefèvre; Francis R. Bach; Cédric Févotte (WASPAA, 2011)

Algorithms for Nonnegative Matrix Factorization with the β-Divergence. - Cédric Févotte; Jérôme Idier (Neural Comput., 2011)

Probabilistic Template-Based Chord Recognition. - Laurent Oudre; Cédric Févotte; Yves Grenier (IEEE Trans. Speech Audio Process., 2011)

Chord Recognition by Fitting Rescaled Chroma Vectors to Chord Templates. - Laurent Oudre; Yves Grenier; Cédric Févotte (IEEE Trans. Speech Audio Process., 2011)

Decomposing the video editing structure of a talk-show using nonnegative matrix factorization. - Slim Essid; Cédric Févotte (ICIP, 2012)

Professionally-produced Music Separation Guided by Covers. - Timothée Gerber; Martin Dutasta; Laurent Girin; Cédric Févotte (ISMIR, 2012)

Semi-supervised NMF with Time-frequency Annotations for Single-channel Source Separation. - Augustin Lefèvre; Francis R. Bach; Cédric Févotte (ISMIR, 2012)

Optimal cost function and magnitude power for NMF-based speech separation and music interpolation. - Brian King; Cédric Févotte; Paris Smaragdis (MLSP, 2012)

Maximum Marginal Likelihood Estimation for Nonnegative Dictionary Learning in the Gamma-Poisson Model. - Onur Dikmen; Cédric Févotte (IEEE Trans. Signal Process., 2012)

Non-negative dynamical system with application to speech and audio. - Cédric Févotte; Jonathan Le Roux; John R. Hershey (ICASSP, 2013)

Soft nonnegative matrix co-factorizationwith application to multimodal speaker diarization. - Nicolas Seichepine; Slim Essid; Cédric Févotte; Olivier Cappé (ICASSP, 2013)

Robust nonnegative matrix factorization for nonlinear unmixing of hyperspectral images. - Nicolas Dobigeon; Cédric Févotte (WHISPERS, 2013)

Automatic Relevance Determination in Nonnegative Matrix Factorization with the $( beta)$-Divergence. - Vincent Y. F. Tan; Cédric Févotte (IEEE Trans. Pattern Anal. Mach. Intell., 2013)

Smooth Nonnegative Matrix Factorization for Unsupervised Audiovisual Document Structuring. - Slim Essid; Cédric Févotte (IEEE Trans. Multim., 2013)

Piecewise constant nonnegative matrix factorization. - Nicolas Seichepine; Slim Essid; Cédric Févotte; Olivier Cappé (ICASSP, 2014)

Alternating direction method of multipliers for non-negative matrix factorization with the beta-divergence. - Dennis L. Sun; Cédric Févotte (ICASSP, 2014)

Low-Rank Time-Frequency Synthesis. - Cédric Févotte; Matthieu Kowalski (NIPS, 2014)

Static and Dynamic Source Separation Using Nonnegative Factorizations: A unified view. - Paris Smaragdis; Cédric Févotte; Gautham J. Mysore; Nasser Mohammadiha; Matthew D. Hoffman (IEEE Signal Process. Mag., 2014)

Soft Nonnegative Matrix Co-Factorization. - Nicolas Seichepine; Slim Essid; Cédric Févotte; Olivier Cappé (IEEE Trans. Signal Process., 2014)

Hybrid sparse and low-rank time-frequency signal decomposition. - Cédric Févotte; Matthieu Kowalski (EUSIPCO, 2015)

Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization. - Cédric Févotte; Nicolas Dobigeon (IEEE Trans. Image Process., 2015)

Convex nonnegative matrix factorization with missing data. - Ronan Hamon; Valentin Emiya; Cédric Févotte (MLSP, 2016)

Optimal spectral transportation with application to music transcription. - Rémi Flamary; Cédric Févotte; Nicolas Courty; Valentin Emiya (NIPS, 2016)

Jacobi Algorithm for Nonnegative Matrix Factorization with Transform Learning. - Herwig Wendt; Dylan Fagot; Cédric Févotte (EUSIPCO, 2018)

Nonnegative Matrix Factorization with Transform Learning. - Dylan Fagot; Herwig Wendt; Cédric Févotte (ICASSP, 2018)

Closed-form Marginal Likelihood in Gamma-Poisson Matrix Factorization. - Louis Filstroff; Alberto Lumbreras; Cédric Févotte (ICML, 2018)

Matrix Co-Factorization for Cold-Start Recommendation. - Olivier Gouvert; Thomas Oberlin; Cédric Févotte (ISMIR, 2018)

Negative Binomial Matrix Factorization for Recommender Systems. - Olivier Gouvert; Thomas Oberlin; Cédric Févotte (CoRR, 2018)

Closed-form marginal likelihood in Gamma-Poisson factorization. - Louis Filstroff; Alberto Lumbreras; Cédric Févotte (CoRR, 2018)

Estimation With Low-Rank Time-Frequency Synthesis Models. - Cédric Févotte; Matthieu Kowalski (IEEE Trans. Signal Process., 2018)

A Quasi-Newton Algorithm on the Orthogonal Manifold for NMF with Transform Learning. - Pierre Ablin; Dylan Fagot; Herwig Wendt; Alexandre Gramfort; Cédric Févotte (ICASSP, 2019)

Unmixing Dynamic Pet Images: Combining Spatial Heterogeneity and Non-gaussian Noise. - Yanna Cruz Cavalcanti; Thomas Oberlin; Nicolas Dobigeon; Cédric Févotte; Simon Stute; Clovis Tauber (ICASSP, 2019)

Majorization-minimization Algorithms for Convolutive NMF with the Beta-divergence. - Dylan Fagot; Herwig Wendt; Cédric Févotte; Paris Smaragdis (ICASSP, 2019)

A Ranking Model Motivated by Nonnegative Matrix Factorization with Applications to Tennis Tournaments. - Rui Xia; Vincent Y. F. Tan; Louis Filstroff; Cédric Févotte (ECML/PKDD (3), 2019)

Recommendation from Raw Data with Adaptive Compound Poisson Factorization. - Olivier Gouvert; Thomas Oberlin; Cédric Févotte (UAI, 2019)

Factor Analysis of Dynamic PET Images: Beyond Gaussian Noise. - Yanna Cruz Cavalcanti; Thomas Oberlin; Nicolas Dobigeon; Cédric Févotte; Simon Stute; Maria-Joao Ribeiro; Clovis Tauber (IEEE Trans. Medical Imaging, 2019)

Positive Semidefinite Matrix Factorization Based on Truncated Wirtinger Flow. - Dana Lahat; Cédric Févotte (EUSIPCO, 2020)

Positive Semidefinite Matrix Factorization: A Link to Phase Retrieval And A Block Gradient Algorithm. - Dana Lahat; Cédric Févotte (ICASSP, 2020)

Ordinal Non-negative Matrix Factorization for Recommendation. - Olivier Gouvert; Thomas Oberlin; Cédric Févotte (ICML, 2020)

A Comparative Study of Temporal Non-Negative Matrix Factorization with Gamma Markov Chains. - Louis Filstroff; Olivier Gouvert; Cédric Févotte; Olivier Cappé (CoRR, 2020)

Phase retrieval with Bregman divergences: Application to audio signal recovery. - Pierre-Hugo Vial; Paul Magron; Thomas Oberlin; Cédric Févotte (CoRR, 2020)

Bayesian mean-parameterized nonnegative binary matrix factorization. - Alberto Lumbreras; Louis Filstroff; Cédric Févotte (Data Min. Knowl. Discov., 2020)

Negative Binomial Matrix Factorization. - Olivier Gouvert; Thomas Oberlin; Cédric Févotte (IEEE Signal Process. Lett., 2020)

On the Identifiability of Transform Learning for Non-Negative Matrix Factorization. - Sixin Zhang; Emmanuel Soubies; Cédric Févotte (IEEE Signal Process. Lett., 2020)

Safe Screening for Sparse Regression with the Kullback-Leibler Divergence. - Cássio F. Dantas; Emmanuel Soubies; Cédric Févotte (ICASSP, 2021)

Leveraging the Structure of Musical Preference in Content-Aware Music Recommendation. - Paul Magron; Cédric Févotte (ICASSP, 2021)

Phase Recovery with Bregman Divergences for Audio Source Separation. - Paul Magron; Pierre-Hugo Vial; Thomas Oberlin; Cédric Févotte (ICASSP, 2021)

Unbalanced Optimal Transport through Non-negative Penalized Linear Regression. - Laetitia Chapel; Rémi Flamary; Haoran Wu; Cédric Févotte; Gilles Gasso (NeurIPS, 2021)

On the Relationships between Transform-Learning NMF and Joint-Diagonalization. - Sixin Zhang; Emmanuel Soubies; Cédric Févotte (CoRR, 2021)

An Inertial Newton Algorithm for Deep Learning. - Camille Castera; Jérôme Bolte; Cédric Févotte; Edouard Pauwels (J. Mach. Learn. Res., 2021)

Expanding Boundaries of Gap Safe Screening. - Cássio Fraga Dantas; Emmanuel Soubies; Cédric Févotte (J. Mach. Learn. Res., 2021)

Phase Retrieval With Bregman Divergences and Application to Audio Signal Recovery. - Pierre-Hugo Vial; Paul Magron; Thomas Oberlin; Cédric Févotte (IEEE J. Sel. Top. Signal Process., 2021)

Adversarially-Trained Nonnegative Matrix Factorization. - Ting Cai 003; Vincent Y. F. Tan; Cédric Févotte (IEEE Signal Process. Lett., 2021)

A Comparative Study of Gamma Markov Chains for Temporal Non-Negative Matrix Factorization. - Louis Filstroff; Olivier Gouvert; Cédric Févotte; Olivier Cappé (IEEE Trans. Signal Process., 2021)

Positive Semidefinite Matrix Factorization: A Connection With Phase Retrieval and Affine Rank Minimization. - Dana Lahat; Yanbin Lang; Vincent Y. F. Tan; Cédric Févotte (IEEE Trans. Signal Process., 2021)

Accelerating Non-Negative and Bounded-Variable Linear Regression Algorithms with Safe Screening. - Cássio F. Dantas; Emmanuel Soubies; Cédric Févotte (CoRR, 2022)

Majorization-minimization for Sparse Nonnegative Matrix Factorization with the β-divergence. - Arthur Marmin; José Henrique de Morais Goulart; Cédric Févotte (CoRR, 2022)

Neural content-aware collaborative filtering for cold-start music recommendation. - Paul Magron; Cédric Févotte (Data Min. Knowl. Discov., 2022)

Second-Order Step-Size Tuning of SGD for Non-Convex Optimization. - Camille Castera; Jérôme Bolte; Cédric Févotte; Edouard Pauwels (Neural Process. Lett., 2022)

Multi-resolution beta-divergence NMF for blind spectral unmixing. - Valentin Leplat; Nicolas Gillis; Cédric Févotte (Signal Process., 2022)

A Majorization-Minimization Algorithm for Nonnegative Binary Matrix Factorization. - Paul Magron; Cédric Févotte (IEEE Signal Process. Lett., 2022)

Learning the Proximity Operator in Unfolded ADMM for Phase Retrieval. - Pierre-Hugo Vial; Paul Magron; Thomas Oberlin; Cédric Févotte (IEEE Signal Process. Lett., 2022)

Leveraging Joint-Diagonalization in Transform-Learning NMF. - Sixin Zhang; Emmanuel Soubies; Cédric Févotte (IEEE Trans. Signal Process., 2022)

Joint majorization-Minimization for nonnegative matrix factorization with the β-divergence. - Arthur Marmin; José Henrique de Morais Goulart; Cédric Févotte (Signal Process., 2023)

Sphere Refinement in Gap Safe Screening. - Cássio F. Dantas; Emmanuel Soubies; Cédric Févotte (IEEE Signal Process. Lett., 2023)

Majorization-Minimization for Sparse Nonnegative Matrix Factorization With the $ beta$-Divergence. - Arthur Marmin; José Henrique de Morais Goulart; Cédric Févotte (IEEE Trans. Signal Process., 2023)

Algorithms for audio inpainting based on probabilistic nonnegative matrix factorization. - Ondrej Mokrý; Paul Magron; Thomas Oberlin; Cédric Févotte (Signal Process., 2023)

Audio signal interpolation using optimal transportation of spectrograms. - David Valdivia; Marien Renaud; Elsa Cazelles; Cédric Févotte (SSP, 2025)