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Cédric Févotte

IRIT-SC

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


Feb 24, 2021
Paul Magron, Cédric Févotte


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Expanding boundaries of Gap Safe screening


Feb 22, 2021
Cassio Dantas, Emmanuel Soubies, Cédric Févotte


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


Jul 24, 2020
Dana Lahat, Yanbin Lang, Vincent Y. F. Tan, Cédric Févotte

* 13 pages, 4 figures, Submitted to the IEEE Transactions on Signal Processing 

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


Jun 23, 2020
Louis Filstroff, Olivier Gouvert, Cédric Févotte, Olivier Cappé


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Ordinal Non-negative Matrix Factorization for Recommendation


Jun 05, 2020
Olivier Gouvert, Thomas Oberlin, Cédric Févotte

* Accepted for publication at ICML 2020 

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An Inertial Newton Algorithm for Deep Learning


May 29, 2019
Camille Castera, Jérôme Bolte, Cédric Févotte, Edouard Pauwels


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Recommendation from Raw Data with Adaptive Compound Poisson Factorization


May 20, 2019
Olivier Gouvert, Thomas Oberlin, Cédric Févotte

* Accepted for publication at UAI 2019 

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A Ranking Model Motivated by Nonnegative Matrix Factorization with Applications to Tennis Tournaments


Mar 15, 2019
Rui Xia, Vincent Y. F. Tan, Louis Filstroff, Cédric Févotte

* 16 pages, 2 figures, 9 tables. Code and datasets can be found in https://github.com/XiaRui1996/btl-nmf 

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Bayesian Mean-parameterized Nonnegative Binary Matrix Factorization


Dec 17, 2018
Alberto Lumbreras, Louis Filstroff, Cédric Févotte


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


Nov 06, 2018
Pierre Ablin, Dylan Fagot, Herwig Wendt, Alexandre Gramfort, Cédric Févotte


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Estimation with Low-Rank Time-Frequency Synthesis Models


Jun 29, 2018
Cédric Févotte, Matthieu Kowalski

* C. F\'evotte and M. Kowalski. Estimation with low-rank time-frequency synthesis models. IEEE Transactions on Signal Processing, 66(15):4121-4132, Aug. 2018 

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Closed-form Marginal Likelihood in Gamma-Poisson Matrix Factorization


May 31, 2018
Louis Filstroff, Alberto Lumbreras, Cédric Févotte

* Accepted for publication at ICML 2018 

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Negative Binomial Matrix Factorization for Recommender Systems


Jan 05, 2018
Olivier Gouvert, Thomas Oberlin, Cédric Févotte


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Nonnegative Matrix Factorization with Transform Learning


Dec 15, 2017
Dylan Fagot, Cédric Févotte, Herwig Wendt


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Optimal spectral transportation with application to music transcription


Oct 10, 2016
Rémi Flamary, Cédric Févotte, Nicolas Courty, Valentin Emiya

* NIPS 2016 

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Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization


Mar 06, 2014
Cédric Févotte, Nicolas Dobigeon


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Automatic Relevance Determination in Nonnegative Matrix Factorization with the β-Divergence


Oct 05, 2012
Vincent Y. F. Tan, Cédric Févotte

* Accepted by the IEEE Transactions on Pattern Analysis and Machine Intelligence 

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Online algorithms for Nonnegative Matrix Factorization with the Itakura-Saito divergence


Jun 21, 2011
Augustin Lefèvre, Francis Bach, Cédric Févotte


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Algorithms for nonnegative matrix factorization with the beta-divergence


Mar 08, 2011
Cédric Févotte, Jérôme Idier

* \`a para\^itre dans Neural Computation 

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