New paradigms for latent factor estimation

Publications

Peer reviewed articles (16)

A Comparative Study of Gamma Markov Chains for Temporal Non-Negative Matrix Factorization

Author(s): Louis Filstroff; Olivier Gouvert; Cédric Févotte; Olivier Cappé
Published in: IEEE Transactions on Signal Processing, 2021, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2021.3060000

Multiplicative Updates for NMF with $\beta$-Divergences under Disjoint Equality Constraints

Author(s): Valentin Leplat; Nicolas Gillis; Jerome Idier
Published in: Signal Processing, 2022, ISSN 0165-1684
Publisher: Elsevier BV
DOI: 10.1137/20m1377278

Neural content-aware collaborative filtering for cold-start music recommendation

Author(s): Magron, Paul; Févotte, Cédric
Published in: Data Mining and Knowledge Discovery, 2022, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-022-00859-8

A Majorization-Minimization Algorithm for Nonnegative Binary Matrix Factorization

Author(s): Paul Magron; Cedric Fevotte
Published in: IEEE Signal Processing Letters, 2022, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2022.3187368

Bayesian mean-parameterized nonnegative binary matrix factorization

Author(s): Alberto Lumbreras; Louis Filstroff; Cédric Févotte
Published in: Data Mining and Knowledge Discovery volume, 2020, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-020-00712-w

Negative binomial matrix factorization

Author(s): O. Gouvert, T. Oberlin and C. Févotte
Published in: IEEE Signal Processing Letters, 2020, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2020.2991613

Positive Semidefinite Matrix Factorization: A Connection With Phase Retrieval and Affine Rank Minimization

Author(s): Dana Lahat; Yanbin Lang; Vincent Y. F. Tan; Cédric Févotte
Published in: IEEE Transactions on Signal Processing, 2021, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2021.3071293

Estimation with low-rank time-frequency synthesis models

Author(s): C. Févotte and M. Kowalski
Published in: IEEE Transactions on Signal Processing, 2018, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers

Factor analysis of dynamic PET images: beyond Gaussian noise

Author(s): Y. C. Cavalcanti, T. Oberlin, N. Dobigeon, C. Févotte, S. Stute, and C. Tauber
Published in: IEEE Transactions on Medical Imaging, 2019, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers

Leveraging joint-diagonalization in transform-learning NMF

Author(s): S. Zhang, E. Soubies and C. Févotte
Published in: IEEE Transactions on Signal Processing, 2022, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2022.3188177

On the identifiability of transform learning for non-negative matrix factorization

Author(s): S. Zhang, E. Soubies and C. Févotte
Published in: IEEE Signal Processing Letters, 2020, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2020.3020431

Adversarially-trained nonnegative matrix factorization

Author(s): T. Cai, V.Y.F. Tan and C. Févotte
Published in: IEEE Signal Processing Letters, 2021, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2021.3092231

An Inertial Newton Algorithm for Deep Learning

Author(s): Castera, Camille; Bolte, Jérôme; Févotte, Cédric; Pauwels, Edouard
Published in: Journal of Machine Learning Research, 2021, ISSN 1533-7928
Publisher: Microtome Publishing
DOI: 10.48550/arxiv.1905.12278

Learning the proximity operator in unfolded ADMM for phase retrieval

Author(s): P.-H. Vial, P. Magron, T. Oberlin and C. Févotte
Published in: IEEE Signal Processing Letters, 2022, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2022.3189275

Second-order step-size tuning of SGD for non-convex optimization

Author(s): Camille Castera; Jérôme Bolte; Cédric Févotte; Edouard Pauwels
Published in: Neural Processing Letters, 2022, ISSN 1370-4621
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s11063-021-10705-5

Phase retrieval with Bregman divergences and application to audio signal recovery

Author(s): P.-H. Vial, P. Magron, T. Oberlin and C. Févotte
Published in: IEEE Journal of Selected Topics in Signal Processing, 2021, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstsp.2021.3051870

Conference proceedings (18)

Unbalanced optimal transport through non-negative penalized linear regression

Author(s): L. Chapel, R. Flamary, H. Wu, C. Févotte and G. Gasso
Published in: Advances in Neural Information Processing Systems (NIPS), 2021
Publisher: NIPS Foudation

An inertial Newton algorithm for deep learning

Author(s): C. Castera, J. Bolte, C. Févotte & E. Pauwels
Published in: "Proc. NeurIPS Workshop ``Beyond First Order Methods in ML""", 2019
Publisher: -

Positive Semidefinite Matrix Factorization: A Link to Phase Retrieval And A Block Gradient Algorithm

Author(s): Dana Lahat; Cédric Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9053938

Phase recovery with Bregman divergences for audio source separation

Author(s): P. Magron, P.-H. Vial, T. Oberlin & C. Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
Publisher: IEEE

Safe screening for sparse regression with the Kullback-Leibler divergence

Author(s): C. Dantas, E. Soubies & C. Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
Publisher: IEEE

Recommendation from Raw Data with Adaptive Compound Poisson Factorization

Author(s): Gouvert, Olivier; Oberlin, Thomas; Févotte, Cédric
Published in: Proc. Conference on Uncertainty in Artificial Intelligence, 2019
Publisher: PMLR

Leveraging the structure of musical preference in content-aware music recommendation

Author(s): P. Magron and C. Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
Publisher: IEEE

Optimal spectral transportation with application to music transcription

Author(s): R. Flamary, C. Févotte, N. Courty, and V. Emiya
Published in: Advances in Neural Information Processing Systems (NIPS), 2016
Publisher: NIPS Foundation

Nonnegative matrix factorization with transform learning

Author(s): D. Fagot, H. Wendt, and C. Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018
Publisher: IEEE

A quasi-Newton algorithm on the orthogonal manifold for NMF with transform learning

Author(s): P. Ablin, D. Fagot, H. Wendt, A. Gramfort, and C. Févotte
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019
Publisher: IEEE

Unmixing dynamic PET images: Combining spatial heterogeneity and non-gaussian noise

Author(s): Y. C. Cavalcanti, T. Oberlin, N. Dobigeon, C. Févotte, S. Stute, and C. Tauber
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019
Publisher: IEEE

Majorization-minimization algorithms for convolutive NMF with the beta-divergence

Author(s): D. Fagot, H. Wendt, C. Févotte, and P. Smaragdis
Published in: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019
Publisher: IEEE

Closed-form marginal likelihood in Gamma-Poisson matrix factorization

Author(s): L. Filstroff, A. Lumbreras, and C. Févotte
Published in: Proc. International Conference on Machine Learning (ICML), 2018
Publisher: PMLR

Matrix co-factorization for cold-start recommendation

Author(s): O. Gouvert, T. Oberlin, and C. Févotte
Published in: Proc. International Society for Music Information Retrieval Conference (ISMIR), 2018
Publisher: ISMIR

Jacobi algorithm for nonnegative matrix factorization with transform learning

Author(s): H. Wendt, D. Fagot, and C. Févotte
Published in: Proc. European Signal Processing Conference (EUSIPCO), 2018
Publisher: EURASIP

A ranking model motivated by nonnegative matrix factorization with applications to tennis tournaments

Author(s): R. Xia, V. Y. F. Tan, L. Filstroff and C. Févotte
Published in: Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD), 2019
Publisher: Springer
DOI: 10.1007/978-3-030-46133-1_12

Positive Semidefinite Matrix Factorization Based on Truncated Wirtinger Flow

Author(s): Dana Lahat; Cédric Févotte
Published in: Proc. European Signal Processing Conference (EUSIPCO), 2020
Publisher: EURASIP
DOI: 10.23919/eusipco47968.2020.9287560

Ordinal non-negative matrix factorization for recommendation

Author(s): O. Gouvert, T. Oberlin & C. Févotte
Published in: Proc. International Conference on Machine Learning (ICML), 2020
Publisher: IEEE

Other (5)

Majorization-minimization for sparse nonnegative matrix factorization with the beta-divergence

Author(s): A. Marmin, J.H. de M. Goulart & C. Févotte
Published in: arXiv, 2022
Publisher: arXiv

Bayesian mean-parameterized nonnegative binary matrix factorization

Author(s): A. Lumbreras, L. Filstroff, and C. Févotte
Published in: arXiv, 2018
Publisher: arXiv

Negative binomial matrix factorization for recommender systems

Author(s): O. Gouvert, T. Oberlin, and C. Févotte
Published in: arXiv, 2018
Publisher: arXiv

Algorithms for audio inpainting based on probabilistic nonnegative matrix factorization

Author(s): O. Mokrý, P. Magron, T. Oberlin & C. Févotte
Published in: arXiv, 2022
Publisher: arXiv

Joint majorization-minimization for nonnegative matrix factorization with the beta-divergence

Author(s): A. Marmin, J.H. de M. Goulart & C. Févotte
Published in: arXiv, 2021
Publisher: arXiv

Book chapters (3)

Temporal extensions of nonnegative matrix factorization

Author(s): C. Févotte, P. Smaragdis, N. Mohammadiha, and G. Mysore
Published in: Audio Source Separation and Speech Enhancement, 2018
Publisher: Wiley

An introduction to multichannel NMF for audio source separation

Author(s): A. Ozerov, C. Févotte, and E. Vincent
Published in: Audio Source Separation, 2018
Publisher: Springer

Single-channel audio source separation with NMF: divergences, constraints and algorithms

Author(s): C. Févotte, E. Vincent, and A. Ozerov
Published in: Audio Source Separation, 2018
Publisher: Springer