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    AuthorTitleYearJournal/Proceedings/InstitutionBibTeX typeURL
    C. Castera, J. Bolte, C. Févotte & E. Pauwels An inertial Newton algorithm for deep learning to appear Journal of Machine Learning Research   article [PDF]  
    BibTeX:
    
    @article{Castera2021a,
      author = {C. Castera and J. Bolte and C. Févotte and E. Pauwels} ,
      title = {An inertial Newton algorithm for deep learning},
      journal = {Journal of Machine Learning Research},
      year = {to appear},
      url = {https://arxiv.org/pdf/1905.12278}
    }
    
    D. Lahat, Y. Lang, V.Y.F. Tan & C. Févotte Positive semidefinite matrix factorization: A connection with phase retrieval and affine rank minimization to appear IEEE Transactions on Signal Processing   article [PDF]  
    BibTeX:
    
    @article{Lahat2021,
      author = {D. Lahat and Y. Lang and V. Y. F. Tan and C. Févotte} ,
      title = {Positive semidefinite matrix factorization: A connection with phase retrieval and affine rank minimization},
      journal = {IEEE Transactions on Signal Processing},
      year = {to appear},
      url = {https://arxiv.org/pdf/2007.12364}
    }
    
    L. Filstroff, O. Gouvert, C. Févotte & O. Cappé A comparative study of Gamma Markov chains for temporal non-negative factorization 2021 IEEE Transactions on Signal Processing   article [PDF] [DOI]  
    BibTeX:
    
    @article{Filstroff2021,
      author = {L. Filstroff and O. Gouvert and C. Févotte and O. Cappé} ,
      title = {A comparative study of Gamma Markov chains for temporal non-negative factorization},
      journal = {IEEE Transactions on Signal Processing},
      year = {2021},
      url = {https://arxiv.org/pdf/2006.12843},
      doi = {https://doi.org/10.1109/TSP.2021.3060000}
    }
    
    P.-H. Vial, P. Magron, T. Oberlin & C. Févotte Phase retrieval with Bregman divergences and application to audio signal recovery 2021 IEEE Journal of Selected Topics in Signal Processing   article [PDF] [DOI]  
    BibTeX:
    
    @article{Vial2021,
      author = {P.-H. Vial and P. Magron and T. Oberlin and C. Févotte} ,
      title = {Phase retrieval with Bregman divergences and application to audio signal recovery},
      journal = {IEEE Journal of Selected Topics in Signal Processing},
      month = {January},
      year = {2021},
      volume = {15},
      number = {1},
      pages = {51--64},
      url = {https://arxiv.org/pdf/2010.00392},
      doi = {https://doi.org/10.1109/JSTSP.2021.3051870}
    }
    
    C. Dantas, E. Soubies & C. Févotte Safe screening for sparse regression with the Kullback-Leibler divergence 2021 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Dantas2021,
      author = {C. Dantas and E. Soubies and C. Févotte} ,
      title = {Safe screening for sparse regression with the Kullback-Leibler divergence},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {June},
      year = {2021},
      url = {https://hal.archives-ouvertes.fr/hal-03147345/document}
    }
    
    P. Magron & C. Févotte Leveraging the structure of musical preference in content-aware music recommendation 2021 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Magron2021,
      author = {P. Magron and C. Févotte} ,
      title = {Leveraging the structure of musical preference in content-aware music recommendation},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {June},
      year = {2021},
      url = {https://arxiv.org/pdf/2010.10276}
    }
    
    P. Magron, P.-H. Vial, T. Oberlin & C. Févotte Phase recovery with Bregman divergences for audio source separation 2021 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Magron2021a,
      author = {Magron, P. and Vial, P.-H. and Oberlin, T. and Févotte, C.} ,
      title = {Phase recovery with Bregman divergences for audio source separation},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {June},
      year = {2021},
      url = {https://arxiv.org/pdf/2010.10255}
    }
    
    C. Castera, J. Bolte, C. Févotte & E. Pauwels Second-order step-size tuning of SGD for non-convex optimization 2021 arXiv   techreport [PDF]  
    BibTeX:
    
    @techreport{Castera2021,
      author = {Castera, C. and Bolte, J. and Févotte, C. and Pauwels, E.} ,
      title = {Second-order step-size tuning of SGD for non-convex optimization},
      institution = {arXiv},
      month = {Mar.},
      year = {2021},
      url = {https://arxiv.org/abs/2103.03570}
    }
    
    C. Dantas, E. Soubies & C. Févotte Expanding boundaries of Gap Safe screening 2021 arXiv   techreport [PDF]  
    BibTeX:
    
    @techreport{Dantas2021a,
      author = {Dantas, C. and Soubies, E. and Févotte, C.} ,
      title = {Expanding boundaries of Gap Safe screening},
      institution = {arXiv},
      month = {Feb.},
      year = {2021},
      url = {https://arxiv.org/abs/2102.10846}
    }
    
    P. Magron & C. Févotte Neural content-aware collaborative filtering for cold-start music recommendation 2021 arXiv   techreport [PDF]  
    BibTeX:
    
    @techreport{Magron2021b,
      author = {Magron, P. and Févotte, C.} ,
      title = {Neural content-aware collaborative filtering for cold-start music recommendation},
      institution = {arXiv},
      month = {Feb.},
      year = {2021},
      url = {https://arxiv.org/abs/2102.12369}
    }
    
    O. Gouvert, T. Oberlin & C. Févotte Negative binomial matrix factorization 2020 IEEE Signal Processing Letters   article [PDF] [DOI]  
    BibTeX:
    
    @article{Gouvert2020,
      author = {O. Gouvert and T. Oberlin and C. Févotte} ,
      title = {Negative binomial matrix factorization},
      journal = {IEEE Signal Processing Letters},
      month = {Dec.},
      year = {2020},
      volume = {27},
      pages = {815-819},
      url = {https://hal.archives-ouvertes.fr/hal-02871905/document},
      doi = {https://doi.org/10.1109/LSP.2020.2991613}
    }
    
    A. Lumbreras, L. Filstroff & C. Févotte Bayesian mean-parameterized nonnegative binary matrix factorization 2020 Data Mining and Knowledge Discovery   article [PDF] [DOI]  
    BibTeX:
    
    @article{Lumbreras2020,
      author = {A. Lumbreras and L. Filstroff and C. Févotte} ,
      title = {Bayesian mean-parameterized nonnegative binary matrix factorization},
      journal = {Data Mining and Knowledge Discovery},
      month = {Nov.},
      year = {2020},
      volume = {34},
      number = {6},
      pages = {1898--1935},
      url = {https://arxiv.org/pdf/1812.06866},
      doi = {https://doi.org/10.1007/s10618-020-00712-w}
    }
    
    S. Zhang, E. Soubies & C. Févotte On the identifiability of transform learning for non-negative matrix factorization 2020 IEEE Signal Processing Letters   article [PDF] [DOI]  
    BibTeX:
    
    @article{Zhang2020,
      author = {S.  Zhang and E. Soubies and C. Févotte} ,
      title = {On the identifiability of transform learning for non-negative matrix factorization},
      journal = {IEEE Signal Processing Letters},
      month = {Aug.},
      year = {2020},
      volume = {27},
      pages = {1555--1559},
      url = {https://hal.archives-ouvertes.fr/hal-02542653/document},
      doi = {https://doi.org/10.1109/LSP.2020.3020431}
    }
    
    M. Devy, F. Lerasle, N. Dobigeon & C. Févotte Perception et apprentissage de représentations 2020 Intelligence artificielle - Regards croisés de chercheur.es   incollection  
    BibTeX:
    
    @incollection{Devy2021,
      author = {Devy, M. and Lerasle, F. and Dobigeon, N. and Févotte, C.} ,
      title = {Perception et apprentissage de représentations},
      booktitle = {Intelligence artificielle - Regards croisés de chercheur.es},
      publisher = {La Dépêche; CNRS},
      year = {2020}
    }
    
    O. Gouvert, T. Oberlin & C. Févotte Ordinal non-negative matrix factorization for recommendation 2020 Proc. International Conference on Machine Learning (ICML)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Gouvert2020a,
      author = {O. Gouvert and T. Oberlin and C. Févotte} ,
      title = {Ordinal non-negative matrix factorization for recommendation},
      booktitle = {Proc. International Conference on Machine Learning (ICML)},
      month = {July},
      year = {2020},
      url = {https://arxiv.org/pdf/2006.01034}
    }
    
    D. Lahat & C. Févotte Positive semidefinite matrix factorization: link to phase retrieval and a block gradient algorithm 2020 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF] [DOI]  
    BibTeX:
    
    @inproceedings{Lahat2020,
      author = {D. Lahat and C. Févotte} ,
      title = {Positive semidefinite matrix factorization: link to phase retrieval and a block gradient algorithm},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {May},
      year = {2020},
      url = {https://hal.archives-ouvertes.fr/hal-02875241/document},
      doi = {https://doi.org/10.1109/ICASSP40776.2020.9053938}
    }
    
    D. Lahat & C. Févotte Positive semidefinite matrix factorization based on truncated Wirtinger flow 2020 Proc. European Signal Processing Conference (EUSIPCO)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Lahat2020a,
      author = {D. Lahat and C. Févotte} ,
      title = {Positive semidefinite matrix factorization based on truncated Wirtinger flow},
      booktitle = {Proc. European Signal Processing Conference (EUSIPCO)},
      year = {2020},
      url = {https://hal.archives-ouvertes.fr/hal-02886419/document}
    }
    
    V. Leplat, N. Gillis & C. Févotte Multi-resolution beta-divergence NMF for blind spectral unmixing 2020 arXiv   techreport [PDF]  
    BibTeX:
    
    @techreport{Leplat2020,
      author = {V. Leplat and N. Gillis and C. Févotte} ,
      title = {Multi-resolution beta-divergence NMF for blind spectral unmixing},
      institution = {arXiv},
      month = {July},
      year = {2020},
      url = {https://arxiv.org/pdf/2007.03893}
    }
    
    Y.C. Cavalcanti, T. Oberlin, N. Dobigeon, C. Févotte, S. Stute, M. Ribeiro & C. Tauber Factor analysis of dynamic PET images: Beyond Gaussian noise 2019 IEEE Transactions on Medical Imaging   article [PDF] [DOI]  
    BibTeX:
    
    @article{Cavalcanti2019a,
      author = {Y. C. Cavalcanti and T. Oberlin and N. Dobigeon and C. Févotte and S. Stute and M. Ribeiro and C. Tauber} ,
      title = {Factor analysis of dynamic PET images: Beyond Gaussian noise},
      journal = {IEEE Transactions on Medical Imaging},
      month = {Sep.},
      year = {2019},
      volume = {38},
      number = {9},
      pages = {2231--2241},
      url = {https://arxiv.org/pdf/1807.11455},
      doi = {https://doi.org/10.1109/TMI.2019.2906828}
    }
    
    P. Ablin, D. Fagot, H. Wendt, A. Gramfort & C. Févotte A quasi-Newton algorithm on the orthogonal manifold for NMF with transform learning 2019 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF] [CODE]  
    BibTeX:
    
    @inproceedings{Ablin2019,
      author = {P. Ablin and D. Fagot and H. Wendt and A. Gramfort and C. Févotte} ,
      title = {A quasi-Newton algorithm on the orthogonal manifold for NMF with transform learning},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {May},
      year = {2019},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/icassp2019b.pdf}
    }
    
    C. Castera, J. Bolte, C. Févotte & E. Pauwels An inertial Newton algorithm for deep learning 2019 Proc. NeurIPS Workshop ``Beyond First Order Methods in ML"   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Castera2019,
      author = {C. Castera and J. Bolte and C. Févotte and E. Pauwels} ,
      title = {An inertial Newton algorithm for deep learning},
      booktitle = {Proc. NeurIPS Workshop ``Beyond First Order Methods in ML"},
      month = {Dec.},
      year = {2019},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/beyondFO2019.pdf}
    }
    
    Y.C. Cavalcanti, T. Oberlin, N. Dobigeon, C. Févotte, S. Stute & C. Tauber Unmixing dynamic PET images: Combining spatial heterogeneity and non-gaussian noise 2019 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Cavalcanti2019,
      author = {Y. C. Cavalcanti and T. Oberlin and N. Dobigeon and C. Févotte and S. Stute and C. Tauber} ,
      title = {Unmixing dynamic PET images: Combining spatial heterogeneity and non-gaussian noise},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {May},
      year = {2019},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/icassp2019c.pdf}
    }
    
    D. Fagot, H. Wendt, C. Févotte & P. Smaragdis Majorization-minimization algorithms for convolutive NMF with the beta-divergence 2019 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF] [CODE]  
    BibTeX:
    
    @inproceedings{Fagot2019,
      author = {D. Fagot and H. Wendt and C. Févotte and P. Smaragdis} ,
      title = {Majorization-minimization algorithms for convolutive NMF with the beta-divergence},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {May},
      year = {2019},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/icassp2019a.pdf}
    }
    
    O. Gouvert, T. Oberlin & C. Févotte Recommendation from raw data with adaptive compound Poisson factorization 2019 Proc. Conference on Uncertainty in Artificial Intelligence (UAI)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Gouvert2019,
      author = {O. Gouvert and T. Oberlin and C. Févotte} ,
      title = {Recommendation from raw data with adaptive compound Poisson factorization},
      booktitle = {Proc. Conference on Uncertainty in Artificial Intelligence (UAI)},
      month = {July},
      year = {2019},
      url = {https://arxiv.org/pdf/1905.13128}
    }
    
    R. Xia, V.Y.F. Tan, L. Filstroff & C. Févotte A ranking model motivated by nonnegative matrix factorization with applications to tennis tournaments 2019 Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Xia2019,
      author = {R. Xia and V. Y. F. Tan and L. Filstroff and C. Févotte} ,
      title = {A ranking model motivated by nonnegative matrix factorization with applications to tennis tournaments},
      booktitle = {Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD)},
      month = {Sep.},
      year = {2019},
      url = {https://arxiv.org/abs/1903.06500}
    }
    
    C. Févotte & M. Kowalski Estimation with low-rank time-frequency synthesis models 2018 IEEE Transactions on Signal Processing   article [PDF] [DOI] [DEMO]  
    BibTeX:
    
    @article{Fevotte2018b,
      author = {C. Févotte and M. Kowalski} ,
      title = {Estimation with low-rank time-frequency synthesis models},
      journal = {IEEE Transactions on Signal Processing},
      month = {Aug.},
      year = {2018},
      volume = {66},
      number = {15},
      pages = {4121--4132},
      url = {https://arxiv.org/pdf/1804.09497},
      doi = {https://doi.org/10.1109/TSP.2018.2844159}
    }
    
    C. Févotte, P. Smaragdis, N. Mohammadiha & G. Mysore Temporal extensions of nonnegative matrix factorization 2018 Audio Source Separation and Speech Enhancement   incollection [PDF]  
    BibTeX:
    
    @incollection{Fevotte2018,
      author = {C. Févotte and P. Smaragdis and N. Mohammadiha and G. Mysore} ,
      title = {Temporal extensions of nonnegative matrix factorization},
      booktitle = {Audio Source Separation and Speech Enhancement},
      editor = {E. Vincent and T. Virtanen and S. Gannot},
      publisher = {Wiley},
      month = {Sep.},
      year = {2018},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/chapters/asssp2018.pdf}
    }
    
    C. Févotte, E. Vincent & A. Ozerov Single-channel audio source separation with NMF: divergences, constraints and algorithms 2018 Audio Source Separation   incollection [PDF]  
    BibTeX:
    
    @incollection{Fevotte2018a,
      author = {C. Févotte and E. Vincent and A. Ozerov} ,
      title = {Single-channel audio source separation with NMF: divergences, constraints and algorithms},
      booktitle = {Audio Source Separation},
      editor = {S. Makino},
      publisher = {Springer},
      year = {2018},
      pages = {1--24},
      url = {https://hal.inria.fr/hal-01631185/file/fevotte_book18.pdf}
    }
    
    A. Ozerov, C. Févotte & E. Vincent An introduction to multichannel NMF for audio source separation 2018 Audio Source Separation   incollection [PDF]  
    BibTeX:
    
    @incollection{Ozerov2018,
      author = {A. Ozerov and C. Févotte and E. Vincent} ,
      title = {An introduction to multichannel NMF for audio source separation},
      booktitle = {Audio Source Separation},
      editor = {S. Makino},
      publisher = {Springer},
      year = {2018},
      pages = {73--94},
      url = {https://hal.inria.fr/hal-01631187/file/ozerov_book18.pdf}
    }
    
    D. Fagot, H. Wendt & C. Févotte Nonnegative matrix factorization with transform learning 2018 Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Fagot2018,
      author = {D. Fagot and H. Wendt and C. Févotte} ,
      title = {Nonnegative matrix factorization with transform learning},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      month = {Apr.},
      year = {2018},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/icassp18.pdf}
    }
    
    L. Filstroff, A. Lumbreras & C. Févotte Closed-form marginal likelihood in Gamma-Poisson matrix factorizations 2018 Proc. International Conference on Machine Learning (ICML)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Filstroff2018,
      author = {L. Filstroff and A. Lumbreras and C. Févotte} ,
      title = {Closed-form marginal likelihood in Gamma-Poisson matrix factorizations},
      booktitle = {Proc. International Conference on Machine Learning (ICML)},
      month = {July},
      year = {2018},
      url = {https://arxiv.org/pdf/1801.01799}
    }
    
    O. Gouvert, T. Oberlin & C. Févotte Matrix co-factorization for cold-start recommendation 2018 Proc. International Society for Music Information Retrieval Conference (ISMIR)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Gouvert2018a,
      author = {O. Gouvert and T. Oberlin and C. Févotte} ,
      title = {Matrix co-factorization for cold-start recommendation},
      booktitle = {Proc. International Society for Music Information Retrieval Conference (ISMIR)},
      month = {Sep.},
      year = {2018},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/ismir2018.pdf}
    }
    
    H. Wendt, D. Fagot & C. Févotte Jacobi algorithm for nonnegative matrix factorization with transform learning 2018 Proc. European Signal Processing Conference (EUSIPCO)   inproceedings [PDF]  
    BibTeX:
    
    @inproceedings{Wendt2018,
      author = {H. Wendt and D. Fagot and C. Févotte} ,
      title = {Jacobi algorithm for nonnegative matrix factorization with transform learning},
      booktitle = {Proc. European Signal Processing Conference (EUSIPCO)},
      month = {Sep.},
      year = {2018},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/eusipco2018.pdf}
    }
    
    O. Gouvert, T. Oberlin & C. Févotte Negative binomial matrix factorization for recommender systems 2018 arXiv   techreport [PDF]  
    BibTeX:
    
    @techreport{Gouvert2018,
      author = {O. Gouvert and T. Oberlin and C. Févotte} ,
      title = {Negative binomial matrix factorization for recommender systems},
      institution = {arXiv},
      year = {2018},
      url = {https://arxiv.org/pdf/1801.01708}
    }
    
    R. Flamary, C. Févotte, N. Courty & V. Emiya Optimal spectral transportation with application to music transcription 2016 Advances in Neural Information Processing Systems (NIPS)   inproceedings [PDF] [CODE]  
    BibTeX:
    
    @inproceedings{Flamary2016,
      author = {R. Flamary and C. Févotte and N. Courty and V. Emiya} ,
      title = {Optimal spectral transportation with application to music transcription},
      booktitle = {Advances in Neural Information Processing Systems (NIPS)},
      month = {Dec.},
      year = {2016},
      url = {https://www.irit.fr/ Cedric.Fevotte/publications/proceedings/nips16.pdf}
    }
    

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