List of Publications

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⟩

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⟩

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⟩

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⟩

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. ⟨hal-02175630⟩

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⟩

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⟩

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. ⟨hal-02126782v2⟩

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⟩

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. 14th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2018), Jul 2018, Univ. of Surrey, Guildford, United Kingdom. ⟨hal-01710498⟩

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⟩

Jérémy Cohen, Pierre Comon, Nicolas Gillis. Some theory on Non-negative Tucker Decomposition. 13th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2017), Feb 2017, Grenoble, France. ⟨hal-01420297⟩

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, Nicolas Gillis. A New Approach to Dictionary-Based Nonnegative Matrix Factorization. EUSIPCO 2017, Aug 2017, Kos, Greece. ⟨10.23919/EUSIPCO.2017.8081256⟩. ⟨hal-01493420⟩

Miguel Angel Veganzones, Jérémy Cohen, Rodriguo Cabral Farias, Konstantin Usevich, Lucas Drumetz, et al.. Canonical polyadic decomposition of hyperspectral patch tensors. 24th European Signal Processing Conference (EUSIPCO 2016), Aug 2016, Budapest, Hungary. pp.2176-2180, ⟨10.1109/EUSIPCO.2016.7760634⟩. ⟨hal-01382362⟩

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. 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS 2016), Aug 2016, Los Angeles, CA, United States. ⟨hal-01382360⟩

Jérémy Cohen, Rodrigo Cabral Farias, Pierre Comon. Joint Tensor Compression for Coupled Canonical Polyadic Decompositions. 24th European Signal Processing Conference (EUSIPCO 2016), Aug 2016, Budapest, Hungary. ⟨hal-01326132⟩

Bertrand Rivet, Jeremy Cohen. Modeling time warping in tensor decomposition. 9th IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM 2016), Jul 2016, Rio de Janeiro, Brazil. pp.1 - 5, ⟨10.1109/SAM.2016.7569733⟩. ⟨hal-01400552⟩

Miguel Angel Veganzones, Jérémy Cohen, Rodrigo Cabral Farias, Ruben Marrero, Jocelyn Chanussot, et al.. Multilinear spectral unmixing of hyperspectral multiangle images. 23rd European Signal Processing Conference (EUSIPCO-2015), IEEE Signal Processing Society, Aug 2015, Nice, France. pp.749-753. ⟨hal-01158900⟩

Jérémy Cohen, Rodrigo Cabral Farias, Pierre Comon. Analyse de grandes données tensorielles couplées. XXVème colloque GRETSI (GRETSI 2015), Sep 2015, Lyon, France. ⟨hal-01135090⟩

Rodrigo Cabral Farias, Jérémy Cohen, Christian Jutten, Pierre Comon. Joint decompositions with flexible couplings. 12th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2015), Aug 2015, Liberec, Czech Republic. ⟨10.1007/978-3-319-22482-414⟩. ⟨hal-01135920v2⟩

Maxime Boizard, Remy Boyer, Gérard Favier, Jérémy Cohen, Pierre Comon. Performances estimation for tensor CP decomposition with structured factors. 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015), Apr 2015, Brisbane, Australia. pp.3482-3486, ⟨10.1109/icassp.2015.7178618 ⟩. ⟨hal-01072538v2⟩

Jérémy Cohen, Pierre Comon. On almost sure identifiability of non multilinear tensor decomposition. 22nd European Signal Processing Conference (EUSIPCO 2014), Sep 2014, Lisbonne, Spain. pp.2245-2249. ⟨hal-01059060v2⟩

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⟩

Jérémy Cohen, Nicolas Gillis. Identifiability of Complete Dictionary Learning. 2019. ⟨hal-02183578⟩

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⟩

Jérémy Cohen. Environmental Multiway Data Mining. Signal and Image processing. Université Grenoble Alpes, 2016. English. ⟨NNT : 2016GREAT054⟩. ⟨tel-01371777v3⟩