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Majorization-minimization for Sparse Nonnegative Matrix Factorization with the $\beta$-divergence

 Arthur Marmin , José Henrique de M Goulart , Cédric Févotte
IEEE Transactions on Signal Processing, 2023, 71, pp.1435-1447. ⟨10.1109/TSP.2023.3266939⟩
Article dans une revue hal-03799264v2

On the minimal ranks of matrix pencils and the existence of a best approximate block-term tensor decomposition

 José Henrique de Morais Goulart , Pierre Comon
Linear Algebra and its Applications, 2019, 561, pp.161-186. ⟨10.1016/j.laa.2018.09.031⟩
Article dans une revue hal-01909603v1
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Superpixels meet essential spectra for fast Raman hyperspectral microimaging

 Valentin Gilet , Guillaume Mabilleau , Matthieu Loumaigne , Laureen Coic , Raffaele Vitale , et al.
Optics Express, 2023, 32 (1), pp.932. ⟨10.1364/OE.509736⟩
Article dans une revue hal-04409250v1
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Blind Source Separation in Persistent Atrial Fibrillation Electrocardiograms Using Block-Term Tensor Decomposition with Löwner Constraints

 Pedro Marinho R. de Oliveira , José Henrique de M Goulart , Carlos Alexandre Rolim Fernandes , Vicente Zarzoso
IEEE Journal of Biomedical and Health Informatics, 2022, 26 (4), pp.1538 - 1548. ⟨10.1109/JBHI.2021.3108699⟩
Article dans une revue hal-03326486v1
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Evaluating the potential of Volterra-PARAFAC IIR models

 Phillip Mark Seymour Burt , José Henrique de Morais Goulart
38th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013), May 2013, Vancouver, Canada. ⟨10.1109/ICASSP.2013.6638765⟩
Communication dans un congrès hal-01871280v1
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Non-iterative low-multilinear-rank tensor approximation with application to decomposition in rank-(1,L,L) terms

 José Henrique de Morais Goulart , Pierre Comon
2017
Pré-publication, Document de travail hal-01516167v1
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Alternating group lasso for block-term tensor decomposition with application to ECG source separation

 José Henrique de Morais Goulart , Pedro Marinho R. de Oliveira , Rodrigo Cabral Farias , Vicente Zarzoso , Pierre Comon
IEEE Transactions on Signal Processing, 2020, 68, pp.2682-2696. ⟨10.1109/TSP.2020.2985591⟩
Article dans une revue hal-01899469v3
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Efficient Kernel Computation for Volterra Filter Structure Evaluation

 José Henrique de Morais Goulart , Phillip Mark Seymour Burt
IEEE Signal Processing Letters, 2012, 19 (3), pp.135 - 138. ⟨10.1109/LSP.2011.2182342⟩
Article dans une revue hal-01871272v1
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Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model

 Hugo Lebeau , Mohamed El Amine Seddik , José Henrique de M Goulart
ICLR 2024 - 12th International Conference on Learning Representations (ICLR 2024), May 2024, Wien, Austria. pp.1-29
Communication dans un congrès hal-04464877v1

A general iterative imputation scheme with feedback control for tensor completion (IFCTC)

 José Henrique de Morais Goulart , Gérard Favier
GRETSI 2017 - XXVIème Colloque francophone de traitement du signal et des images, Sep 2017, Juan-Les-Pins, France
Communication dans un congrès hal-01590736v1
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Statistical efficiency of structured cpd estimation applied to Wiener-Hammerstein modeling

 José Henrique de Morais Goulart , Mélanie Boizard , Remy Boyer , Gérard Favier , Pierre Comon
EUSIPCO 2015 - 23th European Signal Processing Conference, Aug 2015, Nice, France
Communication dans un congrès hal-01118725v2
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An iterative hard thresholding algorithm with improved convergence for low-rank tensor recovery

 José Henrique de Morais Goulart , Gérard Favier
2015 European Signal Processing Conference (EUSIPCO 2015), Aug 2015, Nice, France
Communication dans un congrès hal-01132367v2
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A study on tensor and matrix models for super-resolution fluorescence microscopy

 José Henrique de Morais Goulart , Laure Blanc-Féraud , Eric Debreuve , Sébastien Schaub
CAMSAP 2019 - IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2019, Le Gosier, Guadeloupe
Communication dans un congrès hal-02309659v1

On the Accuracy of Hotelling-Type Asymmetric Tensor Deflation: A Random Tensor Analysis

 Mohamed El Amine Seddik , Maxime Guillaud , Alexis Decurninge , José Henrique de M Goulart
IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2023), IEEE, Dec 2023, Los Sueños, Costa Rica. à paraître
Communication dans un congrès hal-04271959v1
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On the realization of impulse invariant low-rank Volterra kernels

 Phillip Mark Seymour Burt , José Henrique de M Goulart
IEEE Signal Processing Letters, In press, ⟨10.48550/arXiv.2107.06144⟩
Article dans une revue hal-03701232v1
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Coherence Constrained Alternating Least Squares

 Rodrigo Cabral Farias , José Henrique de Morais Goulart , Pierre Comon
EUSIPCO 2018 - 26th European Signal Processing Conference, Sep 2018, Rome, Italy. ⟨10.23919/EUSIPCO.2018.8553084⟩
Communication dans un congrès hal-01693946v2

Traffic data imputation via tensor completion based on soft thresholding of Tucker core

 José Henrique de Morais Goulart , Alain Kibangou , Gérard Favier
Transportation research. Part C, Emerging technologies, 2017, 85, pp.348 - 362. ⟨10.1016/j.trc.2017.09.011⟩
Article dans une revue hal-01623213v1
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An algebraic solution for the Candecomp/PARAFAC decomposition with circulant factors

 José Henrique de Morais Goulart , Gérard Favier
SIAM Journal on Matrix Analysis and Applications, 2014, 35 (4), pp.1543-1562
Article dans une revue hal-00967263v2
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Assessment of Essential Information in the Fourier Domain to Accelerate Raman Hyperspectral Microimaging

 Laureen Coic , Raffaele Vitale , Myriam Moreau , David Rousseau , José Henrique de M Goulart , et al.
Analytical Chemistry, 2023, 95 (42), pp.15497-15504. ⟨10.1021/acs.analchem.3c01383⟩
Article dans une revue hal-04409213v1
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Joint Majorization-Minimization for Nonnegative Matrix Factorization with the $\beta$-divergence

 Arthur Marmin , José Henrique de M Goulart , Cédric Févotte
Signal Processing, In press, 209, pp.109048. ⟨10.1016/j.sigpro.2023.109048⟩
Article dans une revue hal-03799284v1
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Low-rank tensor recovery using sequentially optimal modal projections in iterative hard thresholding (SEMPIHT)

 José Henrique de Morais Goulart , Gérard Favier
SIAM Journal on Scientific Computing, 2017, 39 (3), pp.A860-A889. ⟨10.1137/16M1062089⟩
Article dans une revue hal-01387529v2
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A Novel Non-Iterative Algorithm for Low-Multilinear-Rank Tensor Approximation

 José Henrique de Morais Goulart , Pierre Comon
EUSIPCO 2017 - 25th European Signal Processing Conference, Aug 2017, Kos Island, Greece
Communication dans un congrès hal-01531231v1

Iterative hard thresholding based algorithms for low-rank tensor recovery

 José Henrique de Morais Goulart , Gérard Favier
20th Conference of the International Linear Algebra Society (ILAS) - Symposium on Tensors for Signals and Systems, Jul 2016, Leuven, Belgium
Communication dans un congrès hal-01364008v1

Hotelling Deflation on Large Symmetric Spiked Tensors

 Mohamed El Amine Seddik , José Henrique de M Goulart , Maxime Guillaud
Colloque Francophone de Traitement du Signal et des Images (GRETSI), Aug 2023, Grenoble, France. ⟨10.48550/arXiv.2304.10248⟩
Communication dans un congrès hal-04076864v1
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Volterra kernels of bilinear systems have tensor train structure

 José Henrique de M Goulart , Phillip Mark Seymour Burt
29th European Signal Processing Conference (EUSIPCO 2021), Aug 2021, Dublin, Ireland
Communication dans un congrès hal-03233382v1
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COL0RME: Super-resolution microscopy based on sparse blinking/fluctuating fluorophore localization and intensity estimation

 Vasiliki Stergiopoulou , Luca Calatroni , José Henrique de M Goulart , Sébastien Schaub , Laure Blanc-Féraud
Biological Imaging, 2022, 2, pp.e1. ⟨10.1017/S2633903X22000010⟩
Article dans une revue hal-03320950v2
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Performance asymptotique d'estimateurs de modèles CP avec facteurs structurés

 Mélanie Boizard , José Henrique de M Goulart , Remy Boyer , Gérard Favier , Pierre Comon
GRETSI 2015 - XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. 4 p
Communication dans un congrès hal-01169880v1
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Estimation of structured tensor models and recovery of low-rank tensors

 José Henrique de M Goulart
Other. Université Côte d'Azur, 2016. English. ⟨NNT : 2016AZUR4147⟩
Thèse tel-01466776v1
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COL0RME: COvariance-based $\ell_0$ super-Resolution Microscopy with intensity Estimation

 Vasiliki Stergiopoulou , José Henrique de M Goulart , Sébastien Schaub , Luca Calatroni , Laure Blanc-Féraud
ISBI 2021 - 18th IEEE International Symposium on Biomedical Imaging, Apr 2021, Nice (Virtual), France. pp.349-352, ⟨10.1109/ISBI48211.2021.9433976⟩
Communication dans un congrès hal-02979332v2

A Random Matrix Perspective on Random Tensors

 José Henrique de M Goulart , Romain Couillet , Pierre Comon
Journal of Machine Learning Research, 2022, 23 (264), pp.1-36
Article dans une revue hal-03793940v1
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