Pierre Comon

115

Documents

Presentation

### 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/) (2012-2023) - 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) ### Responsibilities * Director of Labex Persyval2 (Nov 2019 - Aug 2022) * Member of the research board of Labex Persyval-Lab (2015-2019), as scientific manager of the ADM research action * Deputy director of the MSTIC research Dept of the community of Universities of Grenoble-Alpes (fall 2015 - fall 2017) * Prime Investigator of the ERC grant AdG-2013-320594 Decoda (2013 - 2018) * Member of the City council of Peymeinade (2008 - 2012), under the term of F.Brousteau * Director of the STIC doctoral school (2008 - 2010) * Head of SIS department (2008 - 2009) * Coordinator of the ANR project Decotes (2007 - 2010) * Vice director of the STIC doctoral school (2005 - 2008) * Head of the SiCom master's program (1999 - 2005) * Head of the Astre team (1998 - 2007) * Head of the LTS team (1991 - 1993) * Coordinator of the Basic Research Working Group ATHOS (1992 - 1995) ### Prizes & Distinctions * IEEE Life Fellow (2025) * SIAM Life Fellow (2022) * Fellow of SIAM (2019) * IMT Grand Prize awarded by the the French Academy of Sciences (2018) * Recipient of the CNRS silver medal (2018) * Fellow of Eurasip (2017) * Fellow of the IEEE (2007) * Individual Technical Achievement Award from Eurasip (2006) * Emeritus member of the SEE (2006) * Monpetit prize from the French Academy of Sciences (2005), rewarding works with industrial applications) * IEEE CAS distinguished lecturer over the period 2002-2003 * Between Jan 1992 and 1998, member of the Technical and Scientific Council of the Thomson Group (multinational Company employing 96,000 persons over 50 countries - now renamed Thales) ### **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

	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, 36 (9), pp.4664-4677. ⟨10.1109/TKDE.2023.3333522⟩ Journal articles hal-04204714v1
	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, In press, 61, pp.1-1. ⟨10.1109/TGRS.2023.3314218⟩ Journal articles hal-03480890v7
	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⟩ Journal articles hal-03408912v2
	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 Journal articles hal-03793940v1
	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⟩ Journal articles hal-03233458v2
	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⟩ Journal articles hal-03230210v2
	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⟩ Journal articles hal-03656758v1
	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⟩ Journal articles hal-03409223v2
	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⟩ Journal articles hal-03651874v1
	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⟩ Journal articles hal-03344745v2
	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⟩ Journal articles hal-03233467v1
	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⟩ Journal articles hal-02448737v2
	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⟩ Journal articles hal-03149860v1
	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⟩ Journal articles hal-03024673v1
	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⟩ Journal articles hal-02433477v1
	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⟩ Journal articles hal-02123922v1
	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⟩ Journal articles hal-01911969v4
	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⟩ Journal articles hal-02361504v1
	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⟩ Journal articles hal-01899469v3
	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⟩ Journal articles hal-02534216v2
	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⟩ Journal articles hal-02401272v3
	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⟩ Journal articles hal-01998900v4
	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⟩ Journal articles hal-01909603v1
	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⟩ Journal articles hal-02092389v1
	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⟩ Journal articles hal-01628257v1
	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⟩ Journal articles hal-01350549v5
	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⟩ Journal articles hal-01493481v1
	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⟩ Journal articles hal-01174780v2
	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⟩ Journal articles hal-01763858v1
	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⟩ Journal articles inserm-01617155v1
	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⟩ Journal articles hal-01285533v1
	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⟩ Journal articles hal-01246030v1
	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⟩ Journal articles hal-01369713v2
	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⟩ Journal articles hal-01360438v3
	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⟩ Journal articles hal-01130631v3
	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⟩ Journal articles hal-01246855v1
	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⟩ Journal articles 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⟩ Journal articles hal-01763832v1
	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⟩ Journal articles hal-01118401v2
	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⟩ Journal articles 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⟩ Journal articles hal-01158082v1
	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⟩ Journal articles hal-01567408v1
	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⟩ Journal articles hal-01281032v1
	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⟩ Journal articles hal-01359237v1
	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⟩ Journal articles hal-01015519v5
	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⟩ Journal articles hal-01158152v1
	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⟩ Journal articles hal-01126693v1
	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⟩ Journal articles hal-01005352v2
	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⟩ Journal articles hal-01069069v1
	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⟩ Journal articles hal-01118889v1
	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⟩ Journal articles hal-01118884v1
	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⟩ Journal articles hal-01190559v1
	Blind Multilinear Identification Lek-Heng Lim , Pierre Comon IEEE Transactions on Information Theory, 2014, 60 (2), pp.1260-1280. ⟨10.1109/TIT.2013.2291876⟩ Journal articles hal-00763275v2
	Tensors: a Brief Introduction Pierre Comon IEEE Signal Processing Magazine, 2014, 31 (3), pp.44-53. ⟨10.1109/MSP.2014.2298533⟩ Journal articles hal-00923279v4
	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⟩ Journal articles hal-00952039v1
	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⟩ Journal articles hal-01120562v1
	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⟩ Journal articles hal-01011856v1
	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⟩ Journal articles hal-00945606v1
	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⟩ Journal articles hal-00830124v1
	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⟩ Journal articles hal-00726005v2
	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⟩ Journal articles inria-00590965v3
	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⟩ Journal articles hal-00740572v2
	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⟩ Journal articles hal-00739130v1
	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⟩ Journal articles hal-00781143v1
	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⟩ Journal articles hal-00420415v2
	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⟩ Journal articles hal-00683304v1
	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⟩ Journal articles hal-00701886v2
	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⟩ Journal articles hal-00740304v1
	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⟩ Journal articles hal-00537838v1
	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⟩ Journal articles hal-00618729v1
	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⟩ Journal articles hal-00512271v1
	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 Journal articles hal-00543058v1
	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⟩ Journal articles hal-00420044v1
	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⟩ Journal articles hal-00512275v1
	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 Journal articles hal-00457300v1
	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⟩ Journal articles inria-00355713v2
	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⟩ Journal articles hal-00354686v1
	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⟩ Journal articles hal-00913607v1
	Blind Paraunitary Equalization Sylvie Icart , Pierre Comon , Ludwig Rota Signal Processing, 2009, 89 (3), pp.283-290. ⟨10.1016/j.sigpro.2008.08.014⟩ Journal articles hal-00354719v1
	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⟩ Journal articles hal-00410057v1
	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⟩ Journal articles hal-00410058v1
	Nonnegative approximations of nonnegative tensors Lek-Heng Lim , Pierre Comon Journal of Chemometrics, 2009, 23, pp.432-441. ⟨10.1002/cem.1244⟩ Journal articles hal-00410056v1
	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⟩ Journal articles inserm-00202706v1
	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⟩ Journal articles hal-00327594v1
	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 Journal articles hal-00327595v1
	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⟩ Journal articles hal-00342353v1
	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 Journal articles hal-00327599v1
	Blind Identification of Under-Determined Mixtures based on the Characteristic Function Pierre Comon , Myriam Rajih Signal Processing, 2006, 86 (9), pp.3334-3338 Journal articles hal-00263668v1
	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⟩ Journal articles hal-01693671v1
	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⟩ Journal articles 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 Journal articles hal-00543147v1
	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⟩ Journal articles hal-00542916v1
	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⟩ Journal articles hal-00536010v1
	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 Journal articles hal-02100071v1
	Séparation Aveugle de Sources Pascal Chevalier , Pierre Comon Les Techniques de l'Ingenieur, 2002 Journal articles hal-02471904v1
	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⟩ Journal articles hal-01148748v1
	Blind Separation of Discrete Sources Olivier Grellier , Pierre Comon IEEE Signal Processing Letters, 1998, 5 (8), pp.212-214. ⟨10.1109/97.704975⟩ Journal articles hal-02100062v1
	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⟩ Journal articles hal-02100094v1
	Circularité et signaux aléatoires à temps discret Pierre Comon Traitement du Signal, 1994, 11 (5), pp.417-420 Journal articles hal-00979492v1
	Independent Component Analysis, a new concept? Pierre Comon Signal Processing, 1994, 36, pp.287-314. ⟨10.1016/0165-1684(94)90029-9⟩ Journal articles 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⟩ Journal articles 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⟩ Journal articles 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⟩ Journal articles 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⟩ Journal articles hal-00857036v1
	Architecture systolique de systèmes adaptatifs Pierre Comon , Yves Robert , Denis Trystram Traitement du Signal, 1987, 4 (1), pp.73-85 Journal articles 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⟩ Journal articles hal-00857109v1
	Estimation multivariable complexe Pierre Comon Traitement du Signal, 1986, 3 (2), pp.97-101 Journal articles hal-00979476v1

	SFBS: a Forward-Backward Splitting algorithm for constrained tensor decomposition Elaheh Sobhani , Pierre Comon , Christian Jutten , Massoud Babaie-Zadeh 2023 Preprints, Working Papers, ... hal-02929348v2
	De la séparation de sources à l'analyse en composantes indépendantes, et au-delà Christian Jutten , Pierre Comon 2023 Preprints, Working Papers, ... hal-04106245v2
	Provable Nonnegative Tensor Ring Approximation: Stability and Optimality Zhen Long , Ce Zhu , Jiani Liu , Yipeng Liu , Pierre Comon 2022 Preprints, Working Papers, ... hal-03781546v2
	Computation of the regularized canonical polyadic decomposition of tensors using the accelerated proximal gradient with momentum Marouane Nazih , Khalid Minaoui , Pierre Comon 2021 Preprints, Working Papers, ... hal-03152014v1
	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 Preprints, Working Papers, ... hal-03504402v1
	Constrained Cramér-Rao lower bounds for CP-based hyperspectral super-resolution Clémence Prévost , Konstantin Usevich , Martin Haardt , Pierre Comon , David Brie 2020 Preprints, Working Papers, ... hal-03083709v1
	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 Preprints, Working Papers, ... hal-01516167v1
	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 Preprints, Working Papers, ... hal-01567411v1

Pierre Comon

Presentation

Publications

Feature Space Recovery for Efficient Incomplete Multi-view Clustering

MultiHU-TD: Multi-feature Hyperspectral Unmixing Based on Tensor Decomposition

Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices

A Random Matrix Perspective on Random Tensors

Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms

CorrIndex: a permutation invariant performance index

Trainable Subspaces for Low Rank Tensor Completion: Model and Analysis

A calibrant-free drift compensation method for gas sensor arrays

Constrained Cramér–Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions

A Normality Test for Multivariate Dependent Samples

Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis

Real-time gas recognition and gas unmixing in robot applications

Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm

Tensor methods for multisensor signal processing

Using the Proximal Gradient and the Accelerated Proximal Gradient as a Canonical Polyadic tensor decomposition Algorithms in difficult situations

Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion

Hyperspectral super-resolution with coupled Tucker approximation: Recoverability and SVD-based algorithms

Topology of tensor ranks

Alternating group lasso for block-term tensor decomposition with application to ECG source separation

Reliable chiral recognition with an optoelectronic nose

Hyperspectral Image Classification Based on Mathematical Morphology and Tensor Decomposition

Approximate matrix and tensor diagonalization by unitary transformations: convergence of Jacobi-type algorithms

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

On approximate diagonalization of third order symmetric tensors by orthogonal transformations

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

Wideband multiple diversity tensor array processing

Information-Estimation relationship in mismatched Gaussian channels

A simultaneous sparse approximation method for multidimensional harmonic retrieval

Identifiability of an X-Rank Decomposition of Polynomial Maps

SISSY: an efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity

Multidimensional factorization through helical mapping

A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals

Tensor DoA Estimation with Directional Elements

Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis

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

Tensor CP Decomposition with Structured Factor Matrices: Algorithms and Performance

Nonnegative tensor CP decomposition of hyperspectral data

Semialgebraic Geometry of Nonnegative Tensor Rank

Tensor decomposition exploiting diversity of propagation velocities; application to localization of icequake events

A finite algorithm to compute rank-1 tensor approximations

Exploring multimodal data fusion through joint decompositions with flexible couplings

On the reduction of multivariate quadratic systems to best rank-1 approximation of three-way tensors

Approximation tensorielle sous contrainte d'existence. Application au traitement d'antennes

Localization of Distributed EEG Sources in the Context of Epilepsy: A Simulation Study

Uniqueness of Nonnegative Tensor Approximations

Correcting inner filter effects, a non multilinear tensor decomposition method

A regularized nonnegative canonical polyadic decomposition algorithm with preprocessing for 3D fluorescence spectroscopy

Joint Source Estimation and Localization

Fast Decomposition of Large Nonnegative Tensors

Intermediate-depth icequakes and harmonic tremor in an Alpine glacier (glacier d 'Argentiere,France): evidence for hydraulic fracturing

Basal icequakes recorded beneath an Alpine glacier (Glacier d 'Argentiere, MontBlanc, France): evidence for stick-slip motion

Brain source imaging: from sparse to tensor models

Blind Multilinear Identification

Tensors: a Brief Introduction

Blind source separation of underdetermined mixtures of event-related sources

CP decomposition approach to blind separation for DS-CDMA system using a new performance index

EEG extended source localization: Tensor-based vs. conventional methods

Line search and trust region strategies for canonical decomposition of semi-nonnegative semi-symmetric 3rd order tensors

Separation of instantaneous mixtures of dependent sources using classical ICA methods

Clustering with a new distance measure based on a dual-rooted tree

General Tensor Decomposition, Moment Matrices and Applications

Tensor Decompositions with Banded Matrix Factors

CONFAC Decomposition Approach to Blind Identification of Underdetermined Mixtures Based on Generating Function Derivatives

Canonical Polyadic decomposition with a Columnwise Orthonormal Factor Matrix

On the typical rank of real binary forms

Multi-way Space-Time-WaveVector analysis for EEG source separation

Graph based k-means clustering

ICA-based EEG denoising: a comparative analysis of fifteen methods

Blind Identification of Underdetermined Mixtures Based on the Characteristic Function: The Complex Case

Computing the polyadic decomposition of nonnegative third order tensors

Multiarray Signal Processing: Tensor decomposition meets compressed sensing

A Contrast Function for Independent Component Analysis Without Permutation Ambiguity

Blind identification of MISO-FIR channels

Subtracting a best rank-1 approximation does not necessarily decrease tensor rank

Robust Independent Component Analysis by Iterative Maximization of the Kurtosis Contrast with Algebraic Optimal Step Size

Symmetric tensor decomposition

Performance limits of alphabet diversities for FIR SISO channel identiﬁcation