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Number of documents

43

List of Publications


Journal articles8 documents

  • 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 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 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⟩
  • Jeremy 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⟩
  • Miguel Angel Veganzones, Jérémy 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⟩
  • Rodrigo Cabral Farias, Jérémy 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 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⟩
  • Jérémy 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 papers26 documents

  • Carla Schenker, Jérémy 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, Jérémy 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⟩
  • Andersen Man Shun Ang, Andersen Man, Shun Ang, Jérémy Cohen, Le Khanh, et al.. EXTRAPOLATED ALTERNATING ALGORITHMS FOR APPROXIMATE CANONICAL POLYADIC DECOMPOSITION. ICASSP, May 2020, Barcelone, Spain. ⟨10.1109/ICASSP40776.2020.9053849⟩. ⟨hal-02330641v2⟩
  • Nicolas Nadisic, Arnaud Vandaele, Nicolas Gillis, Jérémy 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⟩
  • Clément Elvira, Jérémy 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⟩
  • Axel Marmoret, Jérémy 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⟩
  • Cassio Dantas, Jeremy 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⟩
  • Cassio Dantas, Jérémy 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⟩
  • Jeremy 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⟩
  • Andersen Ang, Jeremy 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⟩
  • Antonio Lorente Mur, Marien Ochoa, Jérémy 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⟩
  • Cassio Fraga Dantas, Jérémy 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 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 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⟩
  • Jérémy 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 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 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⟩
  • Bertrand Rivet, Jeremy 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⟩
  • Miguel Angel Veganzones, Sylvain Douté, Jérémy 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 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⟩
  • Jérémy 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⟩
  • Maxime Boizard, Remy Boyer, Gérard Favier, Jérémy 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⟩
  • Rodrigo Cabral Farias, Jérémy 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⟩
  • Jérémy 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⟩
  • Miguel Angel Veganzones, Jérémy 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 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 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 Cohen. Multi-Channel Automatic Music Transcription Using Tensor Algebra. 2021. ⟨hal-03301448⟩
  • Carla Schenker, Jérémy Cohen, Evrim Acar. A Flexible Optimization Framework for Regularized Matrix-Tensor Factorizations with Linear Couplings. 2020. ⟨hal-03038493⟩
  • Jérémy Cohen. Computing the proximal operator of the $\ell_1$ induced matrix norm. 2020. ⟨hal-03037844⟩
  • Andersen Man Shun Ang, Jérémy Cohen, Nicolas Gillis, Le Thi Khanh Hien. Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization. 2020. ⟨hal-03038513⟩

Reports2 documents

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