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Pierre Comon

115
Documents

Présentation

### Employment - [Gipsa-Lab](http://www.gipsa-lab.grenoble-inp.fr/en/), UMR5216 associated wih [CNRS](https://www.cnrs.fr/en/) and [University of Grenoble Alpes](http://www.grenoble-univ.fr/) (2012-present) - Laboratory [I3S](http://www.i3s.unice.fr), associated with [CNRS](http://www.cnrs.fr) and [University of Nice](http://www.unice.fr) (1998-2012) at Sophia Antipolis - [Eurecom](http://www.eurecom.fr) institute (1997-1998) - 13 years in industry: Crouzet/Sextant/Thales (1982-1985), and [Thomson/Thales](http://www.thalesgroup.com) (1988-1997) - [ISL](http://www-isl.stanford.edu) laboratory, [Stanford](http://www.stanford.edu/) (1986-1987) and [INRIA ](http://www.inria.fr) ### **More at** P.Comon home page [www.gipsa-lab.grenoble-inp.fr/~pierre.comon/cv\_en.html](http://www.gipsa-lab.grenoble-inp.fr/~pierre.comon/cv_en.html)

Publications

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Feature Space Recovery for Efficient Incomplete Multi-view Clustering

Zhen Long , Ce Zhu , Pierre Comon , Yazhou Ren , Yipeng Liu
IEEE Transactions on Knowledge and Data Engineering, 2024, pp.1-14. ⟨10.1109/TKDE.2023.3333522⟩
Article dans une revue hal-04204714v1
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MultiHU-TD: Multi-feature Hyperspectral Unmixing Based on Tensor Decomposition

Mohamad Jouni , Mauro Dalla Mura , Lucas Drumetz , Pierre Comon
IEEE Transactions on Geoscience and Remote Sensing, 2023, pp.1-1. ⟨10.1109/TGRS.2023.3314218⟩
Article dans une revue hal-03480890v7
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Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices

Jianze Li , Konstantin Usevich , Pierre Comon
SIAM Journal on Matrix Analysis and Applications, 2023, 44 (2), pp.592-621. ⟨10.1137/21M1456972⟩
Article dans une revue hal-03408912v2
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Constrained Cramér–Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions

Clémence Prévost , Konstantin Usevich , Martin Haardt , Pierre Comon , David Brie
Signal Processing, 2022, 198, pp.108573. ⟨10.1016/j.sigpro.2022.108573⟩
Article dans une revue hal-03651874v1
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Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms

Marouane Nazih , Khalid Minaoui , Elaheh Sobhani , Pierre Comon
Digital Signal Processing, 2022, 129 (Septembre), pp.103682. ⟨10.1016/j.dsp.2022.103682⟩
Article dans une revue hal-03233458v2
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A Normality Test for Multivariate Dependent Samples

Sara Elbouch , Olivier Michel , Pierre Comon
Signal Processing, 2022, 201, pp.108705. ⟨10.1016/j.sigpro.2022.108705⟩
Article dans une revue hal-03344745v2

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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Trainable Subspaces for Low Rank Tensor Completion: Model and Analysis

Zhen Long , Ce Zhu , Jiani Liu , Pierre Comon , Yipeng Liu
IEEE Transactions on Signal Processing, 2022, 70, pp.2502=2517. ⟨10.1109/TSP.2022.3173470⟩
Article dans une revue hal-03656758v1
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CorrIndex: a permutation invariant performance index

Elaheh Sobhani , Pierre Comon , Christian Jutten , Massoud Babaie-Zadeh
Signal Processing, 2022, 195, pp.108457. ⟨10.1016/j.sigpro.2022.108457⟩
Article dans une revue hal-03230210v2
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A calibrant-free drift compensation method for gas sensor arrays

Pierre Maho , Cyril Herrier , Thierry Livache , Pierre Comon , Simon Barthelme
Chemometrics and Intelligent Laboratory Systems, 2022, 225 (June), pp.104549. ⟨10.1016/j.chemolab.2022.104549⟩
Article dans une revue hal-03409223v2
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Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm

Marouane Nazih , Khalid Minaoui , Elaheh Sobhani , Pierre Comon
Signal Processing, 2021, 188, pp.108178. ⟨10.1016/j.sigpro.2021.108178⟩
Article dans une revue hal-03149860v1
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Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis

Jianze Li , Konstantin Usevich , Pierre Comon
Pacific journal of optimization, 2021, 17 (3), pp.357-379. ⟨10.48550/arXiv.1911.00659⟩
Article dans une revue hal-03233467v1
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Real-time gas recognition and gas unmixing in robot applications

Pierre Maho , Cyril Herrier , Thierry Livache , Pierre Comon , Simon Barthelme
Sensors and Actuators B: Chemical, 2021, 330, pp.129111. ⟨10.1016/j.snb.2020.129111⟩
Article dans une revue hal-02448737v2
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Tensor methods for multisensor signal processing

Sebastian Miron , Yassine Zniyed , Remy Boyer , André L F de Almeida , Gérard Favier
IET Signal Processing, 2021, 14 (10), pp.693-709. ⟨10.1049/iet-spr.2020.0373⟩
Article dans une revue hal-03024673v1
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Reliable chiral recognition with an optoelectronic nose

Pierre Maho , Cyril Herrier , Thierry Livache , Guillaume Rolland , Pierre Comon
Biosensors and Bioelectronics, 2020, 159 (July), pp.112183. ⟨10.1016/j.bios.2020.112183⟩
Article dans une revue hal-02534216v2
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Hyperspectral Image Classification Based on Mathematical Morphology and Tensor Decomposition

Mohamad Jouni , Mauro Dalla Mura , Pierre Comon
Mathematical Morphology - Theory and Applications, 2020, 4 (1), pp.1-30. ⟨10.1515/mathm-2020-0001⟩
Article dans une revue hal-02401272v3
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Hyperspectral super-resolution with coupled Tucker approximation: Recoverability and SVD-based algorithms

Clémence Prévost , Konstantin Usevich , Pierre Comon , David Brie
IEEE Transactions on Signal Processing, 2020, 68, pp.931-946. ⟨10.1109/TSP.2020.2965305⟩
Article dans une revue hal-01911969v4
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Topology of tensor ranks

Pierre Comon , Lim Lek-Heng , Yang Qi , Ke Ye
Advances in Mathematics, 2020, 367, pp.107128. ⟨10.1016/j.aim.2020.107128⟩
Article dans une revue hal-02361504v1
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Approximate matrix and tensor diagonalization by unitary transformations: convergence of Jacobi-type algorithms

Konstantin Usevich , Jianze Li , Pierre Comon
SIAM Journal on Optimization, 2020, 30 (4), pp.2998-3028. ⟨10.1137/19M125950X⟩
Article dans une revue hal-01998900v4
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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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Using the Proximal Gradient and the Accelerated Proximal Gradient as a Canonical Polyadic tensor decomposition Algorithms in difficult situations

Marouane Nazih , Khalid Minaoui , Pierre Comon
Signal Processing, 2020, 171, pp.107472. ⟨10.1016/j.sigpro.2020.107472⟩
Article dans une revue hal-02433477v1
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Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion

Yang Xu , Zebin Wu , Jocelyn Chanussot , Pierre Comon , Zhihui Wei
IEEE Transactions on Geoscience and Remote Sensing, 2020, 58 (1), pp.348-362. ⟨10.1109/TGRS.2019.2936486⟩
Article dans une revue hal-02123922v1
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On approximate diagonalization of third order symmetric tensors by orthogonal transformations

Jianze Li , Konstantin Usevich , Pierre Comon
Linear Algebra and its Applications, 2019, 576, pp.324-351. ⟨10.1016/j.laa.2019.03.006⟩
Article dans une revue hal-02092389v1

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

Globally convergent Jacobi-type algorithms for simultaneous orthogonal symmetric tensor diagonalization

Jianze Li , Konstantin Usevich , Pierre Comon
SIAM Journal on Matrix Analysis and Applications, 2018, 39 (1), pp.1-22. ⟨10.1137/17M1116295⟩
Article dans une revue hal-01628257v1
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A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals

Hanna Becker , Laurent Albera , Pierre Comon , Amar Kachenoura , Isabelle Merlet
IEEE Journal of Biomedical and Health Informatics, 2017, 21 (1), pp.94-104. ⟨10.1109/JBHI.2015.2504126⟩
Article dans une revue hal-01246030v1
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Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis

Souleymen Sahnoun , Konstantin Usevich , Pierre Comon
IEEE Transactions on Signal Processing, 2017, 65 (22), pp. 5897-5910. ⟨10.1109/TSP.2017.2736512⟩
Article dans une revue hal-01360438v3
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Tensor DoA Estimation with Directional Elements

Francesca Raimondi , Pierre Comon
IEEE Signal Processing Letters, 2017, 24 (5), pp. 648 - 652. ⟨10.1109/LSP.2017.2685244⟩
Article dans une revue hal-01369713v2
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Wideband multiple diversity tensor array processing

Francesca Raimondi , Rodrigo Cabral Farias , Olivier J.J. Michel , Pierre Comon
IEEE Transactions on Signal Processing, 2017, 65 (20), pp.5334-5346. ⟨10.1109/TSP.2017.2725219⟩
Article dans une revue hal-01350549v5
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Information-Estimation relationship in mismatched Gaussian channels

Saloua Chlaily , Chengfang Ren , Pierre-Olivier Amblard , Olivier J.J. Michel , Pierre Comon
IEEE Signal Processing Letters, 2017, 24 (5), pp.688-692. ⟨10.1109/LSP.2017.2687764⟩
Article dans une revue hal-01493481v1
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SISSY: an efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity

Hanna Becker , Laurent Albera , Pierre Comon , Jean-Claude Nunes , Rémi Gribonval
NeuroImage, 2017, 157, pp.157-172. ⟨10.1016/j.neuroimage.2017.05.046⟩
Article dans une revue inserm-01617155v1

Identifiability of an X-Rank Decomposition of Polynomial Maps

Pierre Comon , Yang Qi , Konstantin Usevich
SIAM Journal on Applied Algebra and Geometry, 2017, 1 (1), pp.388-414. ⟨10.1137/16M1108388⟩
Article dans une revue hal-01763858v1
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A simultaneous sparse approximation method for multidimensional harmonic retrieval

Souleymen Sahnoun , El-Hadi Djermoune , David Brie , Pierre Comon
Signal Processing, 2017, 131, pp.36-48. ⟨10.1016/j.sigpro.2016.07.029⟩
Article dans une revue hal-01174780v2

Multidimensional factorization through helical mapping

Francesca Raimondi , Pierre Comon , Olivier J.J. Michel , Umberto Spagnolini
Signal Processing, 2017, 131, pp.171-180. ⟨10.1016/j.sigpro.2016.08.014⟩
Article dans une revue hal-01285533v1
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Uniqueness of Nonnegative Tensor Approximations

Yang Qi , Pierre Comon , Lek-Heng Lim
IEEE Transactions on Information Theory, 2016, 62 (4), pp.2170-2183. ⟨10.1109/TIT.2016.2532906⟩
Article dans une revue hal-01015519v5
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Tensor decomposition exploiting diversity of propagation velocities; application to localization of icequake events

Francesca Raimondi , Pierre Comon , Olivier J.J. Michel , Souleymen Sahnoun , Agnes Helmstetter
Signal Processing, 2016, 118, pp.75 - 88. ⟨10.1016/j.sigpro.2015.06.015⟩
Article dans une revue hal-01118401v2
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A finite algorithm to compute rank-1 tensor approximations

Alex Pereira da Silva , Pierre Comon , André L. F. de Almeida
IEEE Signal Processing Letters, 2016, 23 (7), pp.959-963. ⟨10.1109/LSP.2016.2570862⟩
Article dans une revue hal-01385538v1

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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Hankel low-rank matrix completion: performance of the nuclear norm relaxation

Konstantin Usevich , Pierre Comon
IEEE Journal of Selected Topics in Signal Processing, 2016, 10 (4), pp.637-646. ⟨10.1109/JSTSP.2016.2535182⟩
Article dans une revue hal-01130631v3
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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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Approximation tensorielle sous contrainte d'existence. Application au traitement d'antennes

Souleymen Sahnoun , Pierre Comon
Traitement du Signal, 2016, 33 (1), pp.11-33. ⟨10.3166/TS.33.11-33⟩
Article dans une revue hal-01281032v1
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Localization of Distributed EEG Sources in the Context of Epilepsy: A Simulation Study

Hanna Becker , Laurent Albera , Pierre Comon , Rémi Gribonval , Fabrice Wendling
Innovation and Research in BioMedical engineering, 2016, 37 (5-6), pp.242-253. ⟨10.1016/j.irbm.2016.04.001⟩
Article dans une revue hal-01359237v1
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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

Semialgebraic Geometry of Nonnegative Tensor Rank

Yang Qi , Pierre Comon , Lek-Heng Lim
SIAM Journal on Matrix Analysis and Applications, 2016, 37 (4), pp.1556 - 1580. ⟨10.1137/16M1063708⟩
Article dans une revue hal-01763832v1
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Tensor CP Decomposition with Structured Factor Matrices: Algorithms and Performance

José Henrique de Morais Goulart , Mélanie Boizard , Remy Boyer , Gérard Favier , Pierre Comon
IEEE Journal of Selected Topics in Signal Processing, 2016, 10 (4), pp.757-769. ⟨10.1109/JSTSP.2015.2509907⟩
Article dans une revue hal-01246855v1
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On the reduction of multivariate quadratic systems to best rank-1 approximation of three-way tensors

Alex P da Silva , Pierre Comon , André L F de Almeida
Applied Mathematics Letters, 2016, 62, pp.9 - 15. ⟨10.1016/j.aml.2016.06.006⟩
Article dans une revue hal-01567408v1
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Intermediate-depth icequakes and harmonic tremor in an Alpine glacier (glacier d 'Argentiere,France): evidence for hydraulic fracturing

Agnes Helmstetter , Luc Moreau , Barbara Nicolas , Pierre Comon , Michel Gay
Journal of Geophysical Research: Earth Surface, 2015, 120 (3), pp.402-416. ⟨10.1002/2014JF003289⟩
Article dans une revue hal-01118889v1
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Joint Source Estimation and Localization

Souleymen Sahnoun , Pierre Comon
IEEE Transactions on Signal Processing, 2015, 63 (10), pp.2485-2495. ⟨10.1109/TSP.2015.2404311⟩
Article dans une revue hal-01005352v2
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A regularized nonnegative canonical polyadic decomposition algorithm with preprocessing for 3D fluorescence spectroscopy

Jean-Philip Royer , Nadège Thirion-Moreau , Pierre Comon , Roland Redon , Stéphane Mounier
Journal of Chemometrics, 2015, 29 (4), pp.253-265. ⟨10.1002/cem.2709⟩
Article dans une revue hal-01126693v1
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Brain source imaging: from sparse to tensor models

Hanna Becker , Laurent Albera , Pierre Comon , Rémi Gribonval , Fabrice Wendling
IEEE Signal Processing Magazine, 2015, 32 (6), pp.100-112. ⟨10.1109/MSP.2015.2413711⟩
Article dans une revue hal-01190559v1
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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
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Basal icequakes recorded beneath an Alpine glacier (Glacier d 'Argentiere, MontBlanc, France): evidence for stick-slip motion

Agnès Helmstetter , Barbara Nicolas , Pierre Comon , Michel Gay
Journal of Geophysical Research: Earth Surface, 2015, 120 (3), pp.379-401. ⟨10.1002/2014JF003288⟩
Article dans une revue hal-01118884v1
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Blind Multilinear Identification

Lek-Heng Lim , Pierre Comon
IEEE Transactions on Information Theory, 2014, 60 (2), pp.1260-1280. ⟨10.1109/TIT.2013.2291876⟩
Article dans une revue hal-00763275v2
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CP decomposition approach to blind separation for DS-CDMA system using a new performance index

Awatif Rouijel , Khalid Minaoui , Pierre Comon , Driss Aboutajdine
EURASIP Journal on Advances in Signal Processing, 2014, 2014, pp.128-139. ⟨10.1186/1687-6180-2014-128⟩
Article dans une revue hal-01120562v1
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Tensors: a Brief Introduction

Pierre Comon
IEEE Signal Processing Magazine, 2014, 31 (3), pp.44-53. ⟨10.1109/MSP.2014.2298533⟩
Article dans une revue hal-00923279v4
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Line search and trust region strategies for canonical decomposition of semi-nonnegative semi-symmetric 3rd order tensors

Julie Coloigner , Ahmad Karfoul , Laurent Albera , Pierre Comon
Linear Algebra and its Applications, 2014, 450, pp.334-374. ⟨10.1016/j.laa.2014.02.001⟩
Article dans une revue hal-00945606v1
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EEG extended source localization: Tensor-based vs. conventional methods

Hanna Becker , Laurent Albera , Pierre Comon , Martin Haardt , Gwénaël Birot
NeuroImage, 2014, 96, pp.143-57. ⟨10.1016/j.neuroimage.2014.03.043⟩
Article dans une revue hal-01011856v1
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Blind source separation of underdetermined mixtures of event-related sources

Mohammad Niknazar , Hanna Becker , Bertrand Rivet , Christian Jutten , Pierre Comon
Signal Processing, 2014, 101, pp.52-64. ⟨10.1016/j.sigpro.2014.01.031⟩
Article dans une revue hal-00952039v1

Separation of instantaneous mixtures of dependent sources using classical ICA methods

Marc Castella , Selwa Rafi , Pierre Comon , Wojciech Pieczynski
EURASIP Journal on Advances in Signal Processing, 2013, 2013:62, pp.n/c. ⟨10.1186/1687-6180-2013-62⟩
Article dans une revue hal-00830124v1
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Tensor Decompositions with Banded Matrix Factors

Mikael Sorensen , Pierre Comon
Linear Algebra and its Applications, 2013, 438 (1), pp.919-941. ⟨10.1016/j.laa.2011.10.044⟩
Article dans une revue hal-00740572v2
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Clustering with a new distance measure based on a dual-rooted tree

Laurent Galluccio , Olivier J.J. Michel , Pierre Comon , Mark Kliger , Alfred O. Hero
Information Sciences, 2013, 251 (Dec), pp.96-113. ⟨10.1016/j.ins.2013.05.040⟩
Article dans une revue hal-00726005v2
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General Tensor Decomposition, Moment Matrices and Applications

Alessandra Bernardi , Jerome Brachat , Pierre Comon , Bernard Mourrain
Journal of Symbolic Computation, 2013, 52 (May), pp.51-71. ⟨10.1016/j.jsc.2012.05.012⟩
Article dans une revue inria-00590965v3
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CONFAC Decomposition Approach to Blind Identification of Underdetermined Mixtures Based on Generating Function Derivatives

André L. F. Almeida , Xavier Luciani , Alwin Stegeman , Pierre Comon
IEEE Transactions on Signal Processing, 2012, 60 (11), pp.5698-5713. ⟨10.1109/TSP.2012.2208956⟩
Article dans une revue hal-00739130v1
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Canonical Polyadic decomposition with a Columnwise Orthonormal Factor Matrix

Mikael Sorensen , Lieven de Lathauwer , Pierre Comon , Sylvie Icart , Luc Deneire
SIAM Journal on Matrix Analysis and Applications, 2012, 33 (4), pp.1190-1213. ⟨10.1137/110830034⟩
Article dans une revue hal-00781143v1
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ICA-based EEG denoising: a comparative analysis of fifteen methods

Laurent Albera , Amar Kachenoura , Pierre Comon , Ahmad Karfoul , Fabrice Wendling
Bulletin of the Polish Academy of Sciences: Technical Sciences, 2012, 60 (3 Special issue on Data Mining in Bioengineering), pp.407-418. ⟨10.2478/v10175-012-0052-3⟩
Article dans une revue hal-00740304v1
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Graph based k-means clustering

Laurent Galluccio , Olivier J.J. Michel , Pierre Comon , Alfred O. Hero
Signal Processing, 2012, 92 (9), pp.1970-1984. ⟨10.1016/j.sigpro.2011.12.009⟩
Article dans une revue hal-00701886v2
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On the typical rank of real binary forms

Pierre Comon , Giorgio Ottaviani
Linear and Multilinear Algebra, 2012, 60 (6), pp.657-667. ⟨10.1080/03081087.2011.624097⟩
Article dans une revue hal-00420415v2
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Multi-way Space-Time-WaveVector analysis for EEG source separation

Hanna Becker , Pierre Comon , Laurent Albera , Martin Haardt , Isabelle Merlet
Signal Processing, 2012, 92 (4), pp.1021-1031. ⟨10.1016/j.sigpro.2011.10.014⟩
Article dans une revue hal-00683304v1
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Blind Identification of Underdetermined Mixtures Based on the Characteristic Function: The Complex Case

Xavier Luciani , André L. F. de Almeida , Pierre Comon
IEEE Transactions on Signal Processing, 2011, 59 (2), pp.540 - 553. ⟨10.1109/TSP.2010.2089625⟩
Article dans une revue hal-00537838v1
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Computing the polyadic decomposition of nonnegative third order tensors

Jean-Philip Royer , Nadège Thirion-Moreau , Pierre Comon
Signal Processing, 2011, 91 (9), pp.2159-2171. ⟨10.1016/j.sigpro.2011.03.006⟩
Article dans une revue hal-00618729v1
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Robust Independent Component Analysis by Iterative Maximization of the Kurtosis Contrast with Algebraic Optimal Step Size

Vicente Zarzoso , Pierre Comon
IEEE Transactions on Neural Networks, 2010, 21 (2), pp.248-261
Article dans une revue hal-00457300v1
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Symmetric tensor decomposition

Jérôme Brachat , Pierre Comon , Bernard Mourrain , Elias P. P. Tsigaridas
Linear Algebra and its Applications, 2010, 433 (11-12), pp.1851-1872. ⟨10.1016/j.laa.2010.06.046⟩
Article dans une revue inria-00355713v2
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Subtracting a best rank-1 approximation does not necessarily decrease tensor rank

Alwin Stegeman , Pierre Comon
Linear Algebra and its Applications, 2010, 433 (7), pp.1276--1300. ⟨10.1016/j.laa.2010.06.027⟩
Article dans une revue hal-00512275v1
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Blind identification of MISO-FIR channels

Carlos Estêvão Rolim Fernandes , Pierre Comon , Gérard Favier
Signal Processing, 2010, 90, pp.490-503. ⟨10.1016/j.sigpro.2009.07.023⟩
Article dans une revue hal-00420044v1

A Contrast Function for Independent Component Analysis Without Permutation Ambiguity

Vicente Zarzoso , Pierre Comon , Ronald Phlypo
IEEE Transactions on Neural Networks, 2010, 21 (5), pp.863-868
Article dans une revue hal-00543058v1
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Multiarray Signal Processing: Tensor decomposition meets compressed sensing

Lek-Heng Lim , Pierre Comon
Comptes rendus de l’Académie des sciences. Série IIb, Mécanique, 2010, 338 (6), pp.311--320. ⟨10.1016/j.crme.2010.06.005⟩
Article dans une revue hal-00512271v1
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Nonnegative approximations of nonnegative tensors

Lek-Heng Lim , Pierre Comon
Journal of Chemometrics, 2009, 23, pp.432-441. ⟨10.1002/cem.1244⟩
Article dans une revue hal-00410056v1
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Tensor Decompositions, Alternating Least Squares and other Tales

Pierre Comon , Xavier Luciani , André L. F. de Almeida
Journal of Chemometrics, 2009, 23, pp.393-405. ⟨10.1002/cem.1236⟩
Article dans une revue hal-00410057v1
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Generic and Typical Ranks of Multi-Way Arrays

Pierre Comon , Jos ten Berge , Lieven de Lathauwer , Josephine Castaing
Linear Algebra and its Applications, 2009, 430 (11), pp.2997-3007. ⟨10.1016/j.laa.2009.01.014⟩
Article dans une revue hal-00410058v1
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Blind Paraunitary Equalization

Sylvie Icart , Pierre Comon , Ludwig Rota
Signal Processing, 2009, 89 (3), pp.283-290. ⟨10.1016/j.sigpro.2008.08.014⟩
Article dans une revue hal-00354719v1

Sur l'exploitation des approches d'analyse en composantes indépendantes dans les interfaces cerveau machine. [On the use of independent component analysis techniques in the field of brain computer interface.]

Lotfi Senhadji , Amar Kachenoura , Laurent Albera , Pierre Comon
Innovation and Research in BioMedical engineering, 2009, 30 (5-6), pp.211-217. ⟨10.1016/j.irbm.2009.10.005⟩
Article dans une revue hal-00913607v1
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Performance limits of alphabet diversities for FIR SISO channel identification

Jean-Pierre Delmas , Yann Meurisse , Pierre Comon
IEEE Transactions on Signal Processing, 2009, 57 (1), pp.73-82. ⟨10.1109/TSP.2008.2007926⟩
Article dans une revue hal-00354686v1
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ICA: A Potential Tool for BCI Systems

Amar Kachenoura , Laurent Albera , Lotfi Senhadji , Pierre Comon
IEEE Signal Processing Magazine, 2008, 25 (1), pp.57-68. ⟨10.1109/MSP.2008.4408442⟩
Article dans une revue inserm-00202706v1
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Enhanced Line Search : A Novel Method to Accelerate PARAFAC

Myriam Rajih , Pierre Comon , Richard Harshman
SIAM Journal on Matrix Analysis and Applications, 2008, 30 (3), pp.1148-1171
Article dans une revue hal-00327595v1
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Optimal Step-Size Constant Modulus Algorithm

Vicente Zarzoso , Pierre Comon
IEEE Transactions on Communications, 2008, 56 (1), pp.10-13. ⟨10.1109/TCOMM.2008.050484⟩
Article dans une revue hal-00327594v1

A Contrast for Independent Component Analysis with Priors on Source Kurtosis Signs

Vicente Zarzoso , Ronald Phlypo , Pierre Comon
IEEE Signal Processing Letters, 2008, 15, pp.501-504. ⟨10.1109/LSP.2008.919845⟩
Article dans une revue hal-00342353v1
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Symmetric tensors and symmetric tensor rank

Pierre Comon , Gene Golub , Lek-Heng Lim , Bernard Mourrain
SIAM Journal on Matrix Analysis and Applications, 2008, 30 (3), pp.1254-1279
Article dans une revue hal-00327599v1
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A zero-cumulant random variable and its applications

Nicolas Petrochilos , Pierre Comon
Signal Processing, 2006, 86 (11), pp.3334 - 3338. ⟨10.1016/j.sigpro.2006.02.023⟩
Article dans une revue hal-01693671v1
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Blind Identification of Under-Determined Mixtures based on the Characteristic Function

Pierre Comon , Myriam Rajih
Signal Processing, 2006, 86 (9), pp.3334-3338
Article dans une revue hal-00263668v1
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ICAR, a tool for Blind Source Separation using Fourth Order Statistics only

Laurent Albera , Anne Férreol , Pascal Chevalier , Pierre Comon
IEEE Transactions on Signal Processing, 2005, 53 (10), pp.3633-3643. ⟨10.1109/TSP.2005.855089⟩
Article dans une revue hal-00743890v1

Blind and Semi-Blind Equalization Based on the Constant Power Criterion

Vicente Zarzoso , Pierre Comon
IEEE Transactions on Signal Processing, 2005, 53 (11), pp.4363-4375
Article dans une revue hal-00543147v1
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Contrasts, Independent Component Analysis, and Blind Deconvolution

Pierre Comon
International Journal of Adaptive Control and Signal Processing, 2004, 18 (3), pp.225--243. ⟨10.1002/acs.791⟩
Article dans une revue hal-00542916v1
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Blind Identification of Overcomplete Mixtures of Sources (BIOME)

Laurent Albera , Anne Férreol , Pierre Comon , Pascal Chevalier
Linear Algebra and its Applications, 2004, 391, pp.1-30. ⟨10.1016/j.laa.2004.05.007⟩
Article dans une revue hal-00536010v1
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Blind Separation of Independent Sources from Convolutive Mixtures

Pierre Comon , Ludwig Rota
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 2003, E86-A (3), pp.542-549
Article dans une revue hal-02100071v1

Analytical Blind Channel Identification

Olivier Grellier , Pierre Comon , Bernard Mourrain , Philippe Trébuchet
IEEE Transactions on Signal Processing, 2002, 50 (9), pp.2196-2207. ⟨10.1109/TSP.2002.801887⟩
Article dans une revue hal-01148748v1

Séparation Aveugle de Sources

Pascal Chevalier , Pierre Comon
Les Techniques de l'Ingenieur, 2002
Article dans une revue hal-02471904v1
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Estimation of time delays with fewer sensors than sources

Bruno Emile , Pierre Comon , Joel Le Roux
IEEE Transactions on Signal Processing, 1998, 46 (7), pp.2012-2015. ⟨10.1109/78.700972⟩
Article dans une revue hal-02100094v1
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Blind Separation of Discrete Sources

Olivier Grellier , Pierre Comon
IEEE Signal Processing Letters, 1998, 5 (8), pp.212-214. ⟨10.1109/97.704975⟩
Article dans une revue hal-02100062v1
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Circularité et signaux aléatoires à temps discret

Pierre Comon
Traitement du Signal, 1994, 11 (5), pp.417-420
Article dans une revue hal-00979492v1
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Independent Component Analysis, a new concept?

Pierre Comon
Signal Processing, 1994, 36, pp.287-314. ⟨10.1016/0165-1684(94)90029-9⟩
Article dans une revue hal-00417283v1

Displacement Rank of Generalized Inverses of Persymmetric Matrices

Pierre Comon , Pascal Laurent-Gengoux
SIAM Journal on Matrix Analysis and Applications, 1993, 14 (3), pp.646-654. ⟨10.1137/0614045⟩
Article dans une revue hal-03574767v1

MA Identification using Fourth Order Cumulants

Pierre Comon
Signal Processing, 1992, 26 (3), pp.381--388. ⟨10.1016/0165-1684(92)90122-D⟩
Article dans une revue hal-00347140v1

Tracking a few extreme singular values and vectors in signal processing

Pierre Comon , G.H. Golub
Proceedings of the IEEE, 1990, 78 (8), pp.1327 - 1343. ⟨10.1109/5.58320⟩
Article dans une revue hal-01741225v1

Systolic implementation of adaptive solution to normal equations

Pierre Comon , Yves Robert , Denis Trystram
Computer Vision Graphics and Image Processing, 1990, 52, pp.402-408. ⟨10.1016/0734-189X(90)90083-8⟩
Article dans une revue hal-00857036v1

Architecture systolique de systèmes adaptatifs

Pierre Comon , Yves Robert , Denis Trystram
Traitement du Signal, 1987, 4 (1), pp.73-85
Article dans une revue hal-00857108v1

A systolic array for computing BA^-1

Pierre Comon , Yves Robert
IEEE transactions on acoustics, speech, and signal processing, 1987, 35 (6), pp.717-723. ⟨10.1109/TASSP.1987.1165208⟩
Article dans une revue hal-00857109v1
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Estimation multivariable complexe

Pierre Comon
Traitement du Signal, 1986, 3 (2), pp.97-101
Article dans une revue hal-00979476v1
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De la séparation de sources à l'analyse en composantes indépendantes, et au-delà

Christian Jutten , Pierre Comon
2023
Pré-publication, Document de travail hal-04106245v2
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SFBS: a Forward-Backward Splitting algorithm for constrained tensor decomposition

Elaheh Sobhani , Pierre Comon , Christian Jutten , Massoud Babaie-Zadeh
2023
Pré-publication, Document de travail hal-02929348v2
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Provable Nonnegative Tensor Ring Approximation: Stability and Optimality

Zhen Long , Ce Zhu , Jiani Liu , Yipeng Liu , Pierre Comon
2022
Pré-publication, Document de travail hal-03781546v2
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On the efficiency of blind and non-blind estimation for coupled LL1 tensor models using the randomly-constrained Cramér-Rao bound

Clémence Prévost , Konstantin Usevich , Eric Chaumette , David Brie , Pierre Comon
2021
Pré-publication, Document de travail hal-03504402v1
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Computation of the regularized canonical polyadic decomposition of tensors using the accelerated proximal gradient with momentum

Marouane Nazih , Khalid Minaoui , Pierre Comon
2021
Pré-publication, Document de travail hal-03152014v1
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Constrained Cramér-Rao lower bounds for CP-based hyperspectral super-resolution

Clémence Prévost , Konstantin Usevich , Martin Haardt , Pierre Comon , David Brie
2020
Pré-publication, Document de travail hal-03083709v1
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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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Combined Deflation and Alternating Projections for Column-Wise Orthogonal Canonical Polyadic Tensor Decomposition

Alex P da Silva , Pierre Comon , André L F de Almeida
2016
Pré-publication, Document de travail hal-01567411v1