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Number of documents

51

List of Publications


Journal articles11 documents

  • Jérémy E Cohen. Dictionary-Based Low-Rank Approximations and the Mixed Sparse Coding Problem. Frontiers in Applied Mathematics and Statistics, Frontiers Media S.A, 2022, 8, ⟨10.3389/fams.2022.801650⟩. ⟨hal-03689288⟩
  • Andersen Man Shun Ang, Jérémy E Cohen, Nicolas Gillis, Le Thi Khanh Hien. Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization. Numerical Linear Algebra with Applications, Wiley, 2021, 28 (5), ⟨10.1002/nla.2373⟩. ⟨hal-03038513⟩
  • Carla Schenker, Jérémy E Cohen, Evrim Acar. A Flexible Optimization Framework for Regularized Matrix-Tensor Factorizations with Linear Couplings. IEEE Journal of Selected Topics in Signal Processing, IEEE, 2020, 15 (3), pp.506-521. ⟨10.1109/JSTSP.2020.3045848⟩. ⟨hal-03038493⟩
  • Michael Johansson, Karyn Apfeldorf, Scott Dobson, Jason Devita, Anna Buczak, et al.. An open challenge to advance probabilistic forecasting for dengue epidemics. Proceedings of the National Academy of Sciences of the United States of America, National Academy of Sciences, 2019, 116 (48), pp.24268-24274. ⟨10.1073/pnas.1909865116⟩. ⟨hal-02747365⟩
  • Jérémy E Cohen, Nicolas Gillis. Identifiability of Complete Dictionary Learning. SIAM Journal on Mathematics of Data Science, Society for Industrial and Applied Mathematics, 2019, 1 (3), pp.518--536. ⟨10.1137/18M1233339⟩. ⟨hal-02183578⟩
  • Jeremy E Cohen, Nicolas Gillis. Spectral Unmixing With Multiple Dictionaries. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2018, 15 (2), pp.187-191. ⟨10.1109/LGRS.2017.2779477⟩. ⟨hal-02141152⟩
  • Jeremy Emile Cohen, Nicolas Gillis. Dictionary-Based Tensor Canonical Polyadic Decomposition. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2018, 66 (7), pp.1876-1889. ⟨10.1109/TSP.2017.2777393⟩. ⟨hal-02141147⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Jocelyn Chanussot, Pierre Comon. Nonnegative tensor CP decomposition of hyperspectral data. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2016, 54 (5), pp.2577-2588. ⟨10.1109/TGRS.2015.2503737⟩. ⟨hal-01134470v2⟩
  • Jérémy E Cohen, Pierre Comon, Xavier Luciani. Correcting inner filter effects, a non multilinear tensor decomposition method. Chemometrics and Intelligent Laboratory Systems, Elsevier, 2016, 150, pp.29-40. ⟨10.1016/j.chemolab.2015.11.002⟩. ⟨hal-01158152⟩
  • Rodrigo Cabral Farias, Jérémy E Cohen, Pierre Comon. Exploring multimodal data fusion through joint decompositions with flexible couplings. IEEE Transactions on Signal Processing, Institute of Electrical and Electronics Engineers, 2016, 64 (18), pp.4830-4844. ⟨10.1109/TSP.2016.2576425⟩. ⟨hal-01158082⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Fast Decomposition of Large Nonnegative Tensors. IEEE Signal Processing Letters, Institute of Electrical and Electronics Engineers, 2015, 22 (7), pp.862-866. ⟨10.1109/LSP.2014.2374838⟩. ⟨hal-01069069⟩

Conference papers28 documents

  • Nicolas Nadisic, Arnaud Vandaele, Nicolas Gillis, Jérémy E Cohen. Exact Biobjective k-Sparse Nonnegative Least Squares. EUSIPCO 2021 - 29th European Signal Processing Conference, Aug 2021, virtual, France. pp.1-5. ⟨hal-03439451⟩
  • Marie Roald, Carla Schenker, Jérémy E Cohen, Evrim Acar. PARAFAC2 AO-ADMM: Constraints in all modes. EUSIPCO 2021 - 29th European Signal Processing Conference, Aug 2021, virtual, France. pp.1-4. ⟨hal-03439425⟩
  • Carla Schenker, Jérémy E Cohen, Evrim Acar. An Optimization Framework for Regularized Linearly Coupled Matrix-Tensor Factorization. EUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2021, Virtual, Netherlands. pp.1-5. ⟨hal-03038083⟩
  • Nicolas Nadisic, Arnaud Vandaele, Nicolas Gillis, Jérémy E Cohen. Exact Sparse Nonnegative Least Squares. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, France. pp.5395-5399, ⟨10.1109/ICASSP40776.2020.9053295⟩. ⟨hal-02634895⟩
  • Andersen Man Shun Ang, Andersen Man, Shun Ang, Jérémy E Cohen, Le Thi Khanh, et al.. EXTRAPOLATED ALTERNATING ALGORITHMS FOR APPROXIMATE CANONICAL POLYADIC DECOMPOSITION. ICASSP, May 2020, Barcelone, Spain. ⟨10.1109/ICASSP40776.2020.9053849⟩. ⟨hal-02330641v2⟩
  • Axel Marmoret, Jérémy E Cohen, Nancy Bertin, Frédéric Bimbot. Uncovering Audio Patterns in Music with Nonnegative Tucker Decomposition for Structural Segmentation. ISMIR 2020 - 21st International Society for Music Information Retrieval, Oct 2020, Montréal (Online), Canada. pp.1-7. ⟨hal-02928733⟩
  • Nicolas Nadisic, Arnaud Vandaele, Jérémy E Cohen, Nicolas Gillis. Sparse Separable Nonnegative Matrix Factorization. ECML PKDD 2020 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2020, Ghent, Belgium. pp.1-20. ⟨hal-02869490⟩
  • Clément Elvira, Jérémy E Cohen, Cédric Herzet, Rémi Gribonval. Continuous dictionaries meet low-rank tensor approximations. iTwist 2020 - International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques, Jun 2020, Nantes, France. pp.1-3. ⟨hal-02567115⟩
  • Cassio F. Dantas, Jérémy E Cohen, Rémi Gribonval. Hyperspectral Image Denoising using Dictionary Learning. WHISPERS 2019 - 10th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Sep 2019, Amsterdam, Netherlands. pp.1-5, ⟨10.1109/WHISPERS.2019.8921110⟩. ⟨hal-02175630⟩
  • Antonio Lorente Mur, Marien Ochoa, Jérémy E Cohen, Xavier Intes, Nicolas Ducros. Handling negative patterns for fast single-pixel lifetime imaging. 2019 - Molecular-Guided Surgery: Molecules, Devices, and Applications V, Feb 2019, San Francisco, United States. pp.1-10, ⟨10.1117/12.2511123⟩. ⟨hal-02017598v2⟩
  • Andersen Ang, Jeremy E Cohen, Nicolas Gillis. Accelerating Approximate Nonnegative Canonical Polyadic Decomposition using Extrapolation. GRETSI 2019 - XXVIIème Colloque francophone de traitement du signal et des images, Aug 2019, Lille, France. pp.1-4. ⟨hal-02143969⟩
  • Jeremy E Cohen, Nicolas Gillis. Nonnegative Low-rank Sparse Component Analysis. ICASSP 2019 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. pp.8226-8230, ⟨10.1109/ICASSP.2019.8682188⟩. ⟨hal-02201471⟩
  • Cassio F. Dantas, Jeremy E Cohen, Rémi Gribonval. Learning Tensor-structured Dictionaries with Application to Hyperspectral Image Denoising. EUSIPCO 2019 - 27th European Signal Processing Conference, Sep 2019, A Coruña, Spain. pp.1-5, ⟨10.23919/EUSIPCO.2019.8902593⟩. ⟨hal-02126782v2⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Bertrand Rivet. Curve Registered Coupled Low Rank Factorization. LVA/ICA 2018 - 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. ⟨hal-01710498⟩
  • Cassio Fraga Dantas, Jérémy E Cohen, Rémi Gribonval. Learning fast dictionaries for sparse representations using low-rank tensor decompositions. LVA/ICA 2018 - 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. pp.456-466, ⟨10.1007/978-3-319-93764-9_42⟩. ⟨hal-01709343v2⟩
  • Jeremy E Cohen, Rasmus Bro. Nonnegative PARAFAC2: A Flexible Coupling Approach. 14th International conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. pp.89-98. ⟨hal-02141162⟩
  • Jérémy E Cohen, Nicolas Gillis. A New Approach to Dictionary-Based Nonnegative Matrix Factorization. EUSIPCO 2017, Aug 2017, Kos, Greece. ⟨10.23919/EUSIPCO.2017.8081256⟩. ⟨hal-01493420⟩
  • Christian Rohlfing, Jeremy E Cohen, Antoine Liutkus. Very Low Bitrate Spatial Audio Coding with Dimensionality Reduction. 42nd International Conference on Acoustics, Speech and Signal Processing (ICASSP), Mar 2017, New Orleans, United States. ⟨hal-01515954⟩
  • Jérémy E Cohen, Pierre Comon, Nicolas Gillis. Some theory on Non-negative Tucker Decomposition. LVA/ICA 2017 - 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France. ⟨hal-01420297v2⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Joint Tensor Compression for Coupled Canonical Polyadic Decompositions. EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. ⟨hal-01326132⟩
  • Miguel Angel Veganzones, Sylvain Douté, Jérémy E Cohen, Rodrigo Cabral Farias, Jocelyn Chanussot, et al.. Nonnegative CP decomposition of multiangle hyperspectral data: a case study on CRISM observations of martian icy surface. WHISPERS 2016 - 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Aug 2016, Los Angeles, CA, United States. ⟨hal-01382360⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Konstantin Usevich, Lucas Drumetz, et al.. Canonical polyadic decomposition of hyperspectral patch tensors. EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.2176-2180, ⟨10.1109/EUSIPCO.2016.7760634⟩. ⟨hal-01382362⟩
  • Bertrand Rivet, Jeremy E Cohen. Modeling time warping in tensor decomposition. SAM 2016 - 9th IEEE Sensor Array and Multichannel Signal Processing Workshop, Jul 2016, Rio de Janeiro, Brazil. pp.1 - 5, ⟨10.1109/SAM.2016.7569733⟩. ⟨hal-01400552⟩
  • Rodrigo Cabral Farias, Jérémy E Cohen, Christian Jutten, Pierre Comon. Joint decompositions with flexible couplings. LVA/ICA 2015 - 12th International Conference on Latent Variable Analysis and Signal Separation, Aug 2015, Liberec, Czech Republic. ⟨10.1007/978-3-319-22482-414⟩. ⟨hal-01135920v2⟩
  • Maxime Boizard, Remy Boyer, Gérard Favier, Jérémy E Cohen, Pierre Comon. Performances estimation for tensor CP decomposition with structured factors. ICASSP 2015 - 40th IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2015, Brisbane, Australia. pp.3482-3486, ⟨10.1109/icassp.2015.7178618⟩. ⟨hal-01072538v2⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Ruben Marrero, Jocelyn Chanussot, et al.. Multilinear spectral unmixing of hyperspectral multiangle images. EUSIPCO 2015 - 23th European Signal Processing Conference, IEEE Signal Processing Society, Aug 2015, Nice, France. pp.749-753. ⟨hal-01158900⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Analyse de grandes données tensorielles couplées. GRETSI 2015 - XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. ⟨hal-01135090⟩
  • Jérémy E Cohen, Pierre Comon. On almost sure identifiability of non multilinear tensor decomposition. EUSIPCO 2014 - 22th European Signal Processing Conference, Sep 2014, Lisbonne, Spain. pp.2245-2249. ⟨hal-01059060v2⟩

Poster communications1 document

  • Antonio Lorente Mur, Jérémy E Cohen, Nicolas Ducros. Factorisation exacte pour la généralisation de motifs en imagerie monopixel. JIONC - 14ème Journées d'Imagerie Optique Non Conventionelle, Mar 2019, Paris, France. pp.1. ⟨hal-02170148⟩

Preprints, Working Papers, ...4 documents

  • Axel Marmoret, Nancy Bertin, Jérémy E Cohen. Multi-Channel Automatic Music Transcription Using Tensor Algebra. 2021. ⟨hal-03301448⟩
  • Axel Marmoret, Florian Voorwinden, Valentin Leplat, Jérémy E Cohen, Frédéric Bimbot. Nonnegative Tucker Decomposition with Beta-divergence for Music Structure Analysis of audio signals. 2021. ⟨hal-03409508⟩
  • Axel Marmoret, Jérémy E Cohen, Frédéric Bimbot. Exploring single-song autoencoding schemes for audio-based music structure analysis. 2021. ⟨hal-03409518⟩
  • Jérémy E Cohen. Computing the proximal operator of the $\ell_1$ induced matrix norm. 2020. ⟨hal-03037844⟩

Reports2 documents

  • Jérémy E Cohen, Konstantin Usevich, Pierre Comon. A Tour of Constrained Tensor Canonical Polyadic Decomposition. [Research Report] GIPSA-lab. 2016. ⟨hal-01311795⟩
  • Jérémy E Cohen. About Notations in Multiway Array Processing. [Research Report] CNRS Gipsa-lab. 2015. ⟨hal-01227873⟩

Theses1 document