Jeremy E. COHEN

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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
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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
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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

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

An AO-ADMM Approach to Constraining PARAFAC2 on All Modes

Marie Roald , Carla Schenker , Vince Calhoun , Tülay Adali , Rasmus Bro et al.

SIAM Journal on Mathematics of Data Science, 2022, 4 (3), pp.1191-1222. ⟨10.1137/21M1450033⟩

Article dans une revue hal-03852728v1

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

An open challenge to advance probabilistic forecasting for dengue epidemics

Michael Johansson , Karyn Apfeldorf , Scott Dobson , Jason Devita , Anna Buczak et 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

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

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
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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
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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
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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

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
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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
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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
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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
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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 Kawinkij et al.

SFNR 2024, Société Française de Neuroradiologie, Mar 2024, Paris, France

Communication dans un congrès hal-04959009v1
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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
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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
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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

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
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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
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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
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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
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EXTRAPOLATED ALTERNATING ALGORITHMS FOR APPROXIMATE CANONICAL POLYADIC DECOMPOSITION

Andersen Man Shun Ang , Andersen Man , Shun Ang , Jérémy E Cohen , Le Thi Khanh et al.

ICASSP, May 2020, Barcelone, Spain. ⟨10.1109/ICASSP40776.2020.9053849⟩

Communication dans un congrès hal-02330641v2
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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 Chanussot et 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
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Canonical polyadic decomposition of hyperspectral patch tensors

Miguel Angel Veganzones , Jérémy E Cohen , Rodrigo Cabral Farias , Konstantin Usevich , Lucas Drumetz et 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
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Multilinear spectral unmixing of hyperspectral multiangle images

Miguel Angel Veganzones , Jérémy E Cohen , Rodrigo Cabral Farias , Ruben Marrero , Jocelyn Chanussot et 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
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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
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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
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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
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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
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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
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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
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Environmental Multiway Data Mining

Jérémy E Cohen

Signal and Image processing. Université Grenoble Alpes, 2016. English. ⟨NNT : 2016GREAT054⟩

Thèse tel-01371777v3
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as_seg: module for computing and segmenting autosimilarity matrices

Axel Marmoret , Jérémy E Cohen , Frédéric Bimbot Logiciel hal-03797507v1
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BarMusComp: module for computing barwise compressed representations of music

Axel Marmoret , Jérémy E Cohen , Frédéric Bimbot Logiciel hal-03782914v1
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MusicAE: Encoding songs with Autoencoders to reveal structure

Axel Marmoret , Jérémy E Cohen , Frédéric Bimbot Logiciel hal-03406224v1
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MusicOnPolytopes

Axel Marmoret , Jérémy E Cohen , Frédéric Bimbot Logiciel hal-03151484v1
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MusicNTD

Axel Marmoret , Jérémy E Cohen , Nancy Bertin , Frédéric Bimbot Logiciel hal-02915453v1
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nn_fac: Nonnegative Factorization techniques toolbox

Axel Marmoret , Jérémy E Cohen Logiciel hal-02915456v1