Jeremy E. COHEN

Publications

Article dans une revue (17)

A Second Order Majorant Algorithm for Nonnegative Matrix Factorization Mai-Quyen Pham,Jérémy E Cohen,Thierry Chonavel Transactions on Machine Learning Research Journal, 2026, ⟨10.48550/arXiv.2303.17992⟩ Article dans une revue hal-05594159v1
Algorithms for symmetric Birkhoff-von Neumann decomposition of symmetric doubly stochastic matrices Damien Lesens,Jérémy E. Cohen,Bora Uçar SIAM Journal on Matrix Analysis and Applications, In press, pp.1-30 Article dans une revue hal-04877502v3
Efficient Algorithms for Regularized Nonnegative Scale-invariant Low-rank Approximation Models Jérémy E. Cohen,Valentin Leplat SIAM Journal on Mathematics of Data Science, In press Article dans une revue hal-04922736v1
Barwise Music Structure Analysis with the Correlation Block-Matching Segmentation Algorithm Axel Marmoret,Jérémy E Cohen,Frédéric Bimbot Transactions of the International Society for Music Information Retrieval (TISMIR), 2023, 6 (1), pp.167-185. ⟨10.5334/tismir.167⟩ Article dans une revue hal-04323556v1
An AO-ADMM Approach to Constraining PARAFAC2 on All Modes Marie Roald,Carla Schenker,Vince Calhoun,Tülay Adali,Rasmus Broet al. SIAM Journal on Mathematics of Data Science, 2022, 4 (3), pp.1191-1222. ⟨10.1137/21M1450033⟩ Article dans une revue hal-03852728v1
Matrix-wise $\ell _0$-constrained sparse nonnegative least squares Nicolas Nadisic,Jérémy E Cohen,Arnaud Vandaele,Nicolas Gillis Machine Learning, 2022, 111 (12), pp.4453-4495. ⟨10.1007/s10994-022-06260-2⟩ Article dans une revue hal-04299529v1
Dictionary-Based Low-Rank Approximations and the Mixed Sparse Coding Problem Jérémy E Cohen Frontiers in Applied Mathematics and Statistics, 2022, 8, ⟨10.3389/fams.2022.801650⟩ Article dans une revue hal-03689288v1
Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization Andersen Man Shun Ang,Jérémy E Cohen,Nicolas Gillis,Le Thi Khanh Hien Numerical Linear Algebra with Applications, 2021, 28 (5), ⟨10.1002/nla.2373⟩ Article dans une revue hal-03038513v1
A Flexible Optimization Framework for Regularized Matrix-Tensor Factorizations with Linear Couplings Carla Schenker,Jérémy E Cohen,Evrim Acar IEEE Journal of Selected Topics in Signal Processing, 2020, 15 (3), pp.506-521. ⟨10.1109/JSTSP.2020.3045848⟩ Article dans une revue hal-03038493v1
Identifiability of Complete Dictionary Learning Jérémy E Cohen,Nicolas Gillis SIAM Journal on Mathematics of Data Science, 2019, 1 (3), pp.518--536. ⟨10.1137/18M1233339⟩ Article dans une revue hal-02183578v1
An open challenge to advance probabilistic forecasting for dengue epidemics Michael Johansson,Karyn Apfeldorf,Scott Dobson,Jason Devita,Anna Buczaket al. Proceedings of the National Academy of Sciences of the United States of America, 2019, 116 (48), pp.24268-24274. ⟨10.1073/pnas.1909865116⟩ Article dans une revue hal-02747365v1
Spectral Unmixing With Multiple Dictionaries Jeremy E Cohen,Nicolas Gillis IEEE Geoscience and Remote Sensing Letters, 2018, 15 (2), pp.187-191. ⟨10.1109/LGRS.2017.2779477⟩ Article dans une revue hal-02141152v1
Dictionary-Based Tensor Canonical Polyadic Decomposition Jeremy Emile Cohen,Nicolas Gillis IEEE Transactions on Signal Processing, 2018, 66 (7), pp.1876-1889. ⟨10.1109/TSP.2017.2777393⟩ Article dans une revue hal-02141147v1
Correcting inner filter effects, a non multilinear tensor decomposition method Jérémy E Cohen,Pierre Comon,Xavier Luciani Chemometrics and Intelligent Laboratory Systems, 2016, 150, pp.29-40. ⟨10.1016/j.chemolab.2015.11.002⟩ Article dans une revue hal-01158152v1
Nonnegative tensor CP decomposition of hyperspectral data Miguel Angel Veganzones,Jérémy E Cohen,Rodrigo Cabral Farias,Jocelyn Chanussot,Pierre Comon IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (5), pp.2577-2588. ⟨10.1109/TGRS.2015.2503737⟩ Article dans une revue hal-01134470v2
Exploring multimodal data fusion through joint decompositions with flexible couplings Rodrigo Cabral Farias,Jérémy E Cohen,Pierre Comon IEEE Transactions on Signal Processing, 2016, 64 (18), pp.4830-4844. ⟨10.1109/TSP.2016.2576425⟩ Article dans une revue hal-01158082v1
Fast Decomposition of Large Nonnegative Tensors Jérémy E Cohen,Rodrigo Cabral Farias,Pierre Comon IEEE Signal Processing Letters, 2015, 22 (7), pp.862-866. ⟨10.1109/LSP.2014.2374838⟩ Article dans une revue hal-01069069v1

Communication dans un congrès (36)

dCMF: Learning interpretable evolving patterns from temporal multiway data Christos Chatzis,Carla Schenker,Jérémy E. Cohen,Evrim Acar EUSIPCO, 2025, Palerme, Italy. ⟨10.48550/arXiv.2502.19367⟩ Communication dans un congrès hal-05291689v1
Constrained Tensor Decomposition Reveals Lever Arms Synergies in the Musculoskeletal System Joris Claude,Raphaël Dumas,Jérémy E Cohen EUSIPCO 2024 - 32th European Signal Processing Conference, Aug 2024, Lyon, France Communication dans un congrès hal-04737650v1
Orthogonal matching pursuit-based algorithms for the Birkhoff-von Neumann decomposition Damien Lesens,Jérémy E Cohen,Bora Uçar EUSIPCO 2024 - 24th European Signal Processing Conference, Aug 2024, Lyon, France. pp.12 Communication dans un congrès hal-04500014v1
Joint Reconstruction and Spectral Unmixing from Single-Pixel Acquisitions Séréna Hariga,Jérémy E Cohen,Nicolas Ducros EUSIPCO 2024 - 24th European Signal Processing Conference, Aug 2024, Lyon, France Communication dans un congrès hal-04539349v1
Deep unrolling of the multiplicative updates algorithm for blind source separation, with application to hyperspectral unmixing Christophe Kervazo,Abdelkhalak Chetoui,Jérémy E. Cohen EUSIPCO 2024 - 24th European Signal Processing Conference, Aug 2024, Lyon, France Communication dans un congrès hal-04736884v1
HyperProbe consortium: innovate tumour neurosurgery with innovative photonic solutions Charly Caredda,Luca Giannoni,Frédéric Lange,Ivan Ezhov,Adithep Kawinkijet al. SFNR 2024, Société Française de Neuroradiologie, Mar 2024, Paris, France Communication dans un congrès hal-04959009v1
Régularisation implicite des factorisations de faible rang pénalisées Jérémy E Cohen GRETSI, Aug 2023, Grenoble, France Communication dans un congrès hal-04058775v3
Nonnegative Tucker Decomposition with Beta-divergence for Music Structure Analysis of audio signals Axel Marmoret,Florian Voorwinden,Valentin Leplat,Jérémy E Cohen,Frédéric Bimbot GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France Communication dans un congrès hal-03409508v1
An Optimization Framework for Regularized Linearly Coupled Matrix-Tensor Factorization Carla Schenker,Jérémy E Cohen,Evrim Acar EUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2021, Virtual, Netherlands. pp.1-5 Communication dans un congrès hal-03038083v1
PARAFAC2 AO-ADMM: Constraints in all modes Marie Roald,Carla Schenker,Jérémy E Cohen,Evrim Acar EUSIPCO 2021 - 29th European Signal Processing Conference, Aug 2021, virtual, France. pp.1-4 Communication dans un congrès hal-03439425v1
Exact Biobjective k-Sparse Nonnegative Least Squares Nicolas Nadisic,Arnaud Vandaele,Nicolas Gillis,Jérémy E Cohen EUSIPCO 2021 - 29th European Signal Processing Conference, Aug 2021, virtual, France. pp.1-5 Communication dans un congrès hal-03439451v1
Exact Sparse Nonnegative Least Squares Nicolas Nadisic,Arnaud Vandaele,Nicolas Gillis,Jérémy E Cohen ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, France. pp.5395-5399, ⟨10.1109/ICASSP40776.2020.9053295⟩ Communication dans un congrès hal-02634895v1
Sparse Separable Nonnegative Matrix Factorization Nicolas Nadisic,Arnaud Vandaele,Jérémy E Cohen,Nicolas Gillis ECML PKDD 2020 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2020, Ghent, Belgium. pp.1-20 Communication dans un congrès hal-02869490v1
Continuous dictionaries meet low-rank tensor approximations Clément Elvira,Jérémy E Cohen,Cédric Herzet,Rémi Gribonval iTwist 2020 - International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques, Jun 2020, Nantes, France. pp.1-3 Communication dans un congrès hal-02567115v1
EXTRAPOLATED ALTERNATING ALGORITHMS FOR APPROXIMATE CANONICAL POLYADIC DECOMPOSITION Andersen Man Shun Ang,Andersen Man,Shun Ang,Jérémy E Cohen,Le Thi Khanhet al. ICASSP, May 2020, Barcelone, Spain. ⟨10.1109/ICASSP40776.2020.9053849⟩ Communication dans un congrès hal-02330641v2
Uncovering Audio Patterns in Music with Nonnegative Tucker Decomposition for Structural Segmentation Axel Marmoret,Jérémy E Cohen,Nancy Bertin,Frédéric Bimbot ISMIR 2020 - 21st International Society for Music Information Retrieval, Oct 2020, Montréal (Online), Canada. pp.1-7 Communication dans un congrès hal-02928733v1
Hyperspectral Image Denoising using Dictionary Learning Cassio F. Dantas,Jérémy E Cohen,Rémi Gribonval 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⟩ Communication dans un congrès hal-02175630v1
Accelerating Approximate Nonnegative Canonical Polyadic Decomposition using Extrapolation Andersen Ang,Jeremy E Cohen,Nicolas Gillis GRETSI 2019 - XXVIIème Colloque francophone de traitement du signal et des images, Aug 2019, Lille, France. pp.1-4 Communication dans un congrès hal-02143969v1
Handling negative patterns for fast single-pixel lifetime imaging Antonio Lorente Mur,Marien Ochoa,Jérémy E Cohen,Xavier Intes,Nicolas Ducros 2019 - Molecular-Guided Surgery: Molecules, Devices, and Applications V, Feb 2019, San Francisco, United States. pp.1-10, ⟨10.1117/12.2511123⟩ Communication dans un congrès hal-02017598v2
Nonnegative Low-rank Sparse Component Analysis Jeremy E Cohen,Nicolas Gillis ICASSP 2019 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. pp.8226-8230, ⟨10.1109/ICASSP.2019.8682188⟩ Communication dans un congrès hal-02201471v1
Learning Tensor-structured Dictionaries with Application to Hyperspectral Image Denoising Cassio F. Dantas,Jeremy E Cohen,Rémi Gribonval EUSIPCO 2019 - 27th European Signal Processing Conference, Sep 2019, A Coruña, Spain. pp.1-5, ⟨10.23919/EUSIPCO.2019.8902593⟩ Communication dans un congrès hal-02126782v2
Learning fast dictionaries for sparse representations using low-rank tensor decompositions Cassio Fraga Dantas,Jérémy E Cohen,Rémi Gribonval 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⟩ Communication dans un congrès hal-01709343v2
Curve Registered Coupled Low Rank Factorization Jérémy E Cohen,Rodrigo Cabral Farias,Bertrand Rivet LVA/ICA 2018 - 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom Communication dans un congrès hal-01710498v1
Nonnegative PARAFAC2: A Flexible Coupling Approach Jeremy E Cohen,Rasmus Bro 14th International conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. pp.89-98 Communication dans un congrès hal-02141162v1
Some theory on Non-negative Tucker Decomposition Jérémy E Cohen,Pierre Comon,Nicolas Gillis LVA/ICA 2017 - 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France Communication dans un congrès hal-01420297v2
Very Low Bitrate Spatial Audio Coding with Dimensionality Reduction Christian Rohlfing,Jeremy E Cohen,Antoine Liutkus 42nd International Conference on Acoustics, Speech and Signal Processing (ICASSP), Mar 2017, New Orleans, United States Communication dans un congrès hal-01515954v1
A New Approach to Dictionary-Based Nonnegative Matrix Factorization Jérémy E Cohen,Nicolas Gillis EUSIPCO 2017, Aug 2017, Kos, Greece. ⟨10.23919/EUSIPCO.2017.8081256⟩ Communication dans un congrès hal-01493420v1
Joint Tensor Compression for Coupled Canonical Polyadic Decompositions Jérémy E Cohen,Rodrigo Cabral Farias,Pierre Comon EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary Communication dans un congrès hal-01326132v1
Modeling time warping in tensor decomposition Bertrand Rivet,Jérémy E Cohen 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⟩ Communication dans un congrès hal-01400552v1
Nonnegative CP decomposition of multiangle hyperspectral data: a case study on CRISM observations of martian icy surface Miguel Angel Veganzones,Sylvain Douté,Jérémy E Cohen,Rodrigo Cabral Farias,Jocelyn Chanussotet al. WHISPERS 2016 - 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Aug 2016, Los Angeles, CA, United States Communication dans un congrès hal-01382360v1
Canonical polyadic decomposition of hyperspectral patch tensors Miguel Angel Veganzones,Jérémy E Cohen,Rodrigo Cabral Farias,Konstantin Usevich,Lucas Drumetzet al. EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.2176-2180, ⟨10.1109/EUSIPCO.2016.7760634⟩ Communication dans un congrès hal-01382362v1
Multilinear spectral unmixing of hyperspectral multiangle images Miguel Angel Veganzones,Jérémy E Cohen,Rodrigo Cabral Farias,Ruben Marrero,Jocelyn Chanussotet al. EUSIPCO 2015 - 23th European Signal Processing Conference, IEEE Signal Processing Society, Aug 2015, Nice, France. pp.749-753 Communication dans un congrès hal-01158900v1
Analyse de grandes données tensorielles couplées Jérémy E Cohen,Rodrigo Cabral Farias,Pierre Comon GRETSI 2015 - XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France Communication dans un congrès hal-01135090v1
Performances estimation for tensor CP decomposition with structured factors Mélanie Boizard,Remy Boyer,Gérard Favier,Jérémy E Cohen,Pierre Comon ICASSP 2015 - 40th IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2015, Brisbane, Australia. pp.3482-3486, ⟨10.1109/icassp.2015.7178618⟩ Communication dans un congrès hal-01072538v2
Joint decompositions with flexible couplings Rodrigo Cabral Farias,Jérémy E Cohen,Christian Jutten,Pierre Comon 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⟩ Communication dans un congrès hal-01135920v2
On almost sure identifiability of non multilinear tensor decomposition Jérémy E Cohen,Pierre Comon EUSIPCO 2014 - 22th European Signal Processing Conference, Sep 2014, Lisbonne, Spain. pp.2245-2249 Communication dans un congrès hal-01059060v2

Poster de conférence (3)

A-priori Free Spectral Unmixing based on Tensor Low-rank Decomposition for Intraoperative Hyperspectral Functional Imaging Charly Caredda,Jérémy E Cohen,Michaël Sdika,Jacques Guyotat,Thiébaud Picartet al. ISOTT 2025, Aug 2025, Thessaloniki, Greece Poster de conférence hal-05434416v1
HyperProbe: Transforming brain surgery by advancing functional-guided neuronavigational imaging Charly Caredda,Luca Giannoni,Frédéric Lange,Ivan Ezhov,Adithep Kawinkijet al. RITS 2024, Jun 2024, Aubière / Clermont-Ferrand, France Poster de conférence hal-04958946v1
Factorisation exacte pour la généralisation de motifs en imagerie monopixel Antonio Lorente Mur,Jérémy E Cohen,Nicolas Ducros JIONC - 14ème Journées d'Imagerie Optique Non Conventionelle, Mar 2019, Paris, France. pp.1 Poster de conférence hal-02170148v1

Chapitre d'ouvrage (1)

Tensor decompositions: principles and application to food sciences Jérémy E Cohen,Rasmus Bro,Pierre Comon Christian Jutten (Editor); Leonardo Tomazeli Duarte (Editor); Said Moussaoui (Editor). Source Separation in Physical-Chemical Sensing, Wiley, pp.255-324, 2023, ISBN 978-1-119-13722-1 Chapitre d'ouvrage hal-03367935v2

Pré-publication, Document de travail (5)

Unrolled Multiplicative Updates for Nonnegative Matrix Factorization applied to Hyperspectral Unmixing Christophe Kervazo,Jérémy E. Cohen 2026 Pré-publication, Document de travail hal-05480980v1
Unrolled Multiplicative Updates for Nonnegative Matrix Factorization applied to Hyperspectral Unmixing Christophe Kervazo,Jérémy E. Cohen 2026 Pré-publication, Document de travail hal-05497702v1
Freeform Hadamard imaging: Back to the roots of computational optics Nicolas Ducros,Jérémy E. Cohen,Laurent Mahieu-Williame 2025 Pré-publication, Document de travail hal-05337760v1
Multi-Channel Automatic Music Transcription Using Tensor Algebra Axel Marmoret,Nancy Bertin,Jérémy E Cohen 2021 Pré-publication, Document de travail hal-03301448v1
Computing the proximal operator of the $\ell_1$ induced matrix norm Jérémy E Cohen 2020 Pré-publication, Document de travail hal-03037844v1

Rapport (2)

A Tour of Constrained Tensor Canonical Polyadic Decomposition Jérémy E Cohen,Konstantin Usevich,Pierre Comon [Research Report] GIPSA-lab. 2016 Rapport (rapport de recherche) hal-01311795v1
About Notations in Multiway Array Processing Jérémy E Cohen [Research Report] CNRS Gipsa-lab. 2015 Rapport (rapport de recherche) hal-01227873v1

Thèse (1)

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

Logiciel (6)

as_seg: module for computing and segmenting autosimilarity matrices Axel Marmoret,Jérémy E Cohen,Frédéric Bimbot 2022, ⟨swh:1:dir:9dc1e7122029d152d0eb4d382ada0d470ef1258c;origin=https://hal.archives-ouvertes.fr/hal-03797507;visit=swh:1:snp:379fa9c50ce54dc9e91aaa9681eb4ca491cf7a95;anchor=swh:1:rel:23476ea6190b9f518d92af8d1c5b73dac17d5c6d;path=/⟩ Logiciel hal-03797507v1
BarMusComp: module for computing barwise compressed representations of music Axel Marmoret,Jérémy E Cohen,Frédéric Bimbot 2022, ⟨swh:1:dir:62304a25bfcb351a4af871645073954fa7e5804a;origin=https://hal.archives-ouvertes.fr/hal-03782914;visit=swh:1:snp:772dcf77ebdbe33f416b1db16618cecc0da4cd47;anchor=swh:1:rel:9300586386bb03dd1027f765686e363cf0d3d014;path=/⟩ Logiciel hal-03782914v1
MusicAE: Encoding songs with Autoencoders to reveal structure Axel Marmoret,Jérémy E Cohen,Frédéric Bimbot 2021, ⟨swh:1:dir:a5df9cf7e88b8893dc205465dbd7ba6595869d0a;origin=https://hal.archives-ouvertes.fr/hal-03406224;visit=swh:1:snp:18fb7d99d56d01720cd104405c78dfe757c06308;anchor=swh:1:rev:fb43c7c06c6483761726c753df0905510487458b;path=/⟩ Logiciel hal-03406224v1
MusicOnPolytopes Axel Marmoret,Jérémy E Cohen,Frédéric Bimbot 2021, ⟨swh:1:dir:8b248e8de9b9f36dc56ce7d300831511ab75c411;origin=https://hal.archives-ouvertes.fr/hal-03151484;visit=swh:1:snp:37434c31fd90851c1f5e2931f76433599d2b50cf;anchor=swh:1:rev:4a1cd279fac42cad9781de97dce1b2c61bf362fe;path=/⟩ Logiciel hal-03151484v1
MusicNTD Axel Marmoret,Jérémy E Cohen,Nancy Bertin,Frédéric Bimbot 2020, ⟨swh:1:dir:f6dc646c35c2f8f5ae5d8f6c0f37ed24fe4444da;origin=https://hal.archives-ouvertes.fr/hal-02915453;visit=swh:1:snp:fd7a937b4d29ee53880659f530863df693c22f30;anchor=swh:1:rev:3c97ce0a8ec7515ea36b40912f885286938099a9;path=/⟩ Logiciel hal-02915453v1
nn_fac: Nonnegative Factorization techniques toolbox Axel Marmoret,Jérémy E Cohen 2020, ⟨swh:1:dir:ec2a2153951a7f79b7d980ea0d9c7601e5755de9;origin=https://hal.archives-ouvertes.fr/hal-02915456;visit=swh:1:snp:6e4be34b95db089bc5e4455abb4037d0b633b9fe;anchor=swh:1:rev:88782798ee67126597c52fb12312a462e9f6439b;path=/⟩ Logiciel hal-02915456v1