Pierre COMON

Pierre COMON

Pierre COMON

Chercheur Emérite

Membre de Ecolo-GIPSA

Titulaire d'une HDR obtenue en 1995

Personnel CNRS Permanent
Data science: Multivariate statistics, Blind techniques, Tensors

Site Ampère

Bureau : B308B

Téléphone : 04 76 82 62 64

Biographie

(à compléter)

Publications / Travaux


262 documents

Articles dans une revue107 documents

  • Zhen Long, Ce Zhu, Pierre Comon, Yazhou Ren, Yipeng Liu. Feature Space Recovery for Efficient Incomplete Multi-view Clustering. IEEE Transactions on Knowledge and Data Engineering, 2024, 36 (9), pp.4664-4677. ⟨10.1109/TKDE.2023.3333522⟩. ⟨hal-04204714⟩
  • Mohamad Jouni, Mauro Dalla Mura, Lucas Drumetz, Pierre Comon. MultiHU-TD: Multi-feature Hyperspectral Unmixing Based on Tensor Decomposition. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, pp.1-1. ⟨10.1109/TGRS.2023.3314218⟩. ⟨hal-03480890v7⟩
  • Jianze Li, Konstantin Usevich, Pierre Comon. Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices. SIAM Journal on Matrix Analysis and Applications, 2023, 44 (2), pp.592-621. ⟨10.1137/21M1456972⟩. ⟨hal-03408912v2⟩
  • Sara Elbouch, Olivier J.J. Michel, Pierre Comon. A Normality Test for Multivariate Dependent Samples. Signal Processing, 2022, 201, pp.108705. ⟨10.1016/j.sigpro.2022.108705⟩. ⟨hal-03344745v2⟩
  • Marouane Nazih, Khalid Minaoui, Elaheh Sobhani, Pierre Comon. Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms. Digital Signal Processing, 2022, 129 (Septembre), pp.103682. ⟨10.1016/j.dsp.2022.103682⟩. ⟨hal-03233458v2⟩
  • Clémence Prévost, Konstantin Usevich, Martin Haardt, Pierre Comon, David Brie. Constrained Cramér–Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions. Signal Processing, 2022, 198, pp.108573. ⟨10.1016/j.sigpro.2022.108573⟩. ⟨hal-03651874⟩
  • José Henrique de M Goulart, Romain Couillet, Pierre Comon. A Random Matrix Perspective on Random Tensors. Journal of Machine Learning Research, 2022, 23 (264), pp.1-36. ⟨hal-03793940⟩
  • Pierre Maho, Cyril Herrier, Thierry Livache, Pierre Comon, Simon Barthelme. A calibrant-free drift compensation method for gas sensor arrays. Chemometrics and Intelligent Laboratory Systems, 2022, 225 (June), pp.104549. ⟨10.1016/j.chemolab.2022.104549⟩. ⟨hal-03409223v2⟩
  • Elaheh Sobhani, Pierre Comon, Christian Jutten, Massoud Babaie-Zadeh. CorrIndex: a permutation invariant performance index. Signal Processing, 2022, 195, pp.108457. ⟨10.1016/j.sigpro.2022.108457⟩. ⟨hal-03230210v2⟩
  • Zhen Long, Ce Zhu, Jiani Liu, Pierre Comon, Yipeng Liu. Trainable Subspaces for Low Rank Tensor Completion: Model and Analysis. IEEE Transactions on Signal Processing, 2022, 70, pp.2502-2517. ⟨10.1109/TSP.2022.3173470⟩. ⟨hal-03656758⟩
  • Marouane Nazih, Khalid Minaoui, Elaheh Sobhani, Pierre Comon. Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm. Signal Processing, 2021, 188, pp.108178. ⟨10.1016/j.sigpro.2021.108178⟩. ⟨hal-03149860⟩
  • Jianze Li, Konstantin Usevich, Pierre Comon. Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis. Pacific journal of optimization, 2021, 17 (3), pp.357-379. ⟨10.48550/arXiv.1911.00659⟩. ⟨hal-03233467⟩
  • Pierre Maho, Cyril Herrier, Thierry Livache, Pierre Comon, Simon Barthelme. Real-time gas recognition and gas unmixing in robot applications. Sensors and Actuators B: Chemical, 2021, 330, pp.129111. ⟨10.1016/j.snb.2020.129111⟩. ⟨hal-02448737v2⟩
  • Sebastian Miron, Yassine Zniyed, Remy Boyer, André L F de Almeida, Gérard Favier, et al.. Tensor methods for multisensor signal processing. IET Signal Processing, 2021, 14 (10), pp.693-709. ⟨10.1049/iet-spr.2020.0373⟩. ⟨hal-03024673⟩
  • Konstantin Usevich, Jianze Li, Pierre Comon. Approximate matrix and tensor diagonalization by unitary transformations: convergence of Jacobi-type algorithms. SIAM Journal on Optimization, 2020, 30 (4), pp.2998-3028. ⟨10.1137/19M125950X⟩. ⟨hal-01998900v4⟩
  • Pierre Comon, Lim Lek-Heng, Yang Qi, Ke Ye. Topology of tensor ranks. Advances in Mathematics, 2020, 367 (June), pp.107128. ⟨10.1016/j.aim.2020.107128⟩. ⟨hal-02361504⟩
  • Marouane Nazih, Khalid Minaoui, Pierre Comon. Using the Proximal Gradient and the Accelerated Proximal Gradient as a Canonical Polyadic tensor decomposition Algorithms in difficult situations. Signal Processing, 2020, 171, pp.107472. ⟨10.1016/j.sigpro.2020.107472⟩. ⟨hal-02433477⟩
  • José Henrique de Morais Goulart, Pedro Marinho R. de Oliveira, Rodrigo Cabral Farias, Vicente Zarzoso, Pierre Comon. Alternating group lasso for block-term tensor decomposition with application to ECG source separation. IEEE Transactions on Signal Processing, 2020, 68, pp.2682-2696. ⟨10.1109/TSP.2020.2985591⟩. ⟨hal-01899469v3⟩
  • Pierre Maho, Cyril Herrier, Thierry Livache, Guillaume Rolland, Pierre Comon, et al.. Reliable chiral recognition with an optoelectronic nose. Biosensors and Bioelectronics, 2020, 159 (July), pp.112183. ⟨10.1016/j.bios.2020.112183⟩. ⟨hal-02534216v2⟩
  • Mohamad Jouni, Mauro Dalla Mura, Pierre Comon. Hyperspectral Image Classification Based on Mathematical Morphology and Tensor Decomposition. Mathematical Morphology – Theory and Applications, 2020, 4 (1), pp.1-30. ⟨10.1515/mathm-2020-0001⟩. ⟨hal-02401272v3⟩
  • Yang Xu, Zebin Wu, Jocelyn Chanussot, Pierre Comon, Zhihui Wei. Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion. IEEE Transactions on Geoscience and Remote Sensing, 2020, 58 (1), pp.348-362. ⟨10.1109/TGRS.2019.2936486⟩. ⟨hal-02123922⟩
  • Clémence Prévost, Konstantin Usevich, Pierre Comon, David Brie. Hyperspectral super-resolution with coupled Tucker approximation: Recoverability and SVD-based algorithms. IEEE Transactions on Signal Processing, 2020, 68, pp.931-946. ⟨10.1109/TSP.2020.2965305⟩. ⟨hal-01911969v4⟩
  • Jianze Li, Konstantin Usevich, Pierre Comon. On approximate diagonalization of third order symmetric tensors by orthogonal transformations. Linear Algebra and its Applications, 2019, 576, pp.324-351. ⟨10.1016/j.laa.2019.03.006⟩. ⟨hal-02092389⟩
  • José Henrique de Morais Goulart, Pierre Comon. On the minimal ranks of matrix pencils and the existence of a best approximate block-term tensor decomposition. Linear Algebra and its Applications, 2019, 561, pp.161-186. ⟨10.1016/j.laa.2018.09.031⟩. ⟨hal-01909603⟩
  • Jianze Li, Konstantin Usevich, Pierre Comon. Globally convergent Jacobi-type algorithms for simultaneous orthogonal symmetric tensor diagonalization. SIAM Journal on Matrix Analysis and Applications, 2018, 39 (1), pp.1-22. ⟨10.1137/17M1116295⟩. ⟨hal-01628257⟩
  • Souleymen Sahnoun, Konstantin Usevich, Pierre Comon. Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis. IEEE Transactions on Signal Processing, 2017, 65 (22), pp. 5897-5910. ⟨10.1109/TSP.2017.2736512⟩. ⟨hal-01360438v3⟩
  • Francesca Raimondi, Rodrigo Cabral Farias, Olivier J.J. Michel, Pierre Comon. Wideband multiple diversity tensor array processing. IEEE Transactions on Signal Processing, 2017, 65 (20), pp.5334-5346. ⟨10.1109/TSP.2017.2725219⟩. ⟨hal-01350549v5⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Jean-Claude Nunes, Rémi Gribonval, et al.. SISSY: an efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity. NeuroImage, 2017, 157, pp.157-172. ⟨10.1016/j.neuroimage.2017.05.046⟩. ⟨inserm-01617155⟩
  • Pierre Comon, Yang Qi, Konstantin Usevich. Identifiability of an X-Rank Decomposition of Polynomial Maps. SIAM Journal on Applied Algebra and Geometry, 2017, 1 (1), pp.388-414. ⟨10.1137/16M1108388⟩. ⟨hal-01763858⟩
  • Saloua Chlaily, Chengfang Ren, Pierre-Olivier Amblard, Olivier J.J. Michel, Pierre Comon, et al.. Information-Estimation relationship in mismatched Gaussian channels. IEEE Signal Processing Letters, 2017, 24 (5), pp.688-692. ⟨10.1109/LSP.2017.2687764⟩. ⟨hal-01493481⟩
  • Francesca Raimondi, Pierre Comon. Tensor DoA Estimation with Directional Elements. IEEE Signal Processing Letters, 2017, 24 (5), pp. 648 – 652. ⟨10.1109/LSP.2017.2685244⟩. ⟨hal-01369713v2⟩
  • Souleymen Sahnoun, El-Hadi Djermoune, David Brie, Pierre Comon. A simultaneous sparse approximation method for multidimensional harmonic retrieval. Signal Processing, 2017, 131, pp.36-48. ⟨10.1016/j.sigpro.2016.07.029⟩. ⟨hal-01174780v2⟩
  • Francesca Raimondi, Pierre Comon, Olivier J.J. Michel, Umberto Spagnolini. Multidimensional factorization through helical mapping. Signal Processing, 2017, 131, pp.171-180. ⟨10.1016/j.sigpro.2016.08.014⟩. ⟨hal-01285533⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Amar Kachenoura, Isabelle Merlet. A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals. IEEE Journal of Biomedical and Health Informatics, 2017, 21 (1), pp.94-104. ⟨10.1109/JBHI.2015.2504126⟩. ⟨hal-01246030⟩
  • Alex P da Silva, Pierre Comon, André L F de Almeida. On the reduction of multivariate quadratic systems to best rank-1 approximation of three-way tensors. Applied Mathematics Letters, 2016, 62, pp.9 – 15. ⟨10.1016/j.aml.2016.06.006⟩. ⟨hal-01567408⟩
  • Yang Qi, Pierre Comon, Lek-Heng Lim. Semialgebraic Geometry of Nonnegative Tensor Rank. SIAM Journal on Matrix Analysis and Applications, 2016, 37 (4), pp.1556 – 1580. ⟨10.1137/16M1063708⟩. ⟨hal-01763832⟩
  • Rodrigo Cabral Farias, Jérémy E Cohen, Pierre Comon. Exploring multimodal data fusion through joint decompositions with flexible couplings. IEEE Transactions on Signal Processing, 2016, 64 (18), pp.4830-4844. ⟨10.1109/TSP.2016.2576425⟩. ⟨hal-01158082⟩
  • Alex Pereira da Silva, Pierre Comon, André L. F. de Almeida. A finite algorithm to compute rank-1 tensor approximations. IEEE Signal Processing Letters, 2016, 23 (7), pp.959-963. ⟨10.1109/LSP.2016.2570862⟩. ⟨hal-01385538⟩
  • José Henrique de Morais Goulart, Mélanie Boizard, Remy Boyer, Gérard Favier, Pierre Comon. Tensor CP Decomposition with Structured Factor Matrices: Algorithms and Performance. IEEE Journal of Selected Topics in Signal Processing, 2016, 10 (4), pp.757-769. ⟨10.1109/JSTSP.2015.2509907⟩. ⟨hal-01246855⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Jocelyn Chanussot, Pierre Comon. Nonnegative tensor CP decomposition of hyperspectral data. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (5), pp.2577-2588. ⟨10.1109/TGRS.2015.2503737⟩. ⟨hal-01134470v2⟩
  • Konstantin Usevich, Pierre Comon. Hankel low-rank matrix completion: performance of the nuclear norm relaxation. IEEE Journal of Selected Topics in Signal Processing, 2016, 10 (4), pp.637-646. ⟨10.1109/JSTSP.2016.2535182⟩. ⟨hal-01130631v3⟩
  • Jérémy E Cohen, Pierre Comon, Xavier Luciani. Correcting inner filter effects, a non multilinear tensor decomposition method. Chemometrics and Intelligent Laboratory Systems, 2016, 150, pp.29-40. ⟨10.1016/j.chemolab.2015.11.002⟩. ⟨hal-01158152⟩
  • Francesca Raimondi, Pierre Comon, Olivier J.J. Michel, Souleymen Sahnoun, Agnes Helmstetter. Tensor decomposition exploiting diversity of propagation velocities; application to localization of icequake events. Signal Processing, 2016, 118, pp.75 – 88. ⟨10.1016/j.sigpro.2015.06.015⟩. ⟨hal-01118401v2⟩
  • Yang Qi, Pierre Comon, Lek-Heng Lim. Uniqueness of Nonnegative Tensor Approximations. IEEE Transactions on Information Theory, 2016, 62 (4), pp.2170-2183. ⟨10.1109/TIT.2016.2532906⟩. ⟨hal-01015519v5⟩
  • Souleymen Sahnoun, Pierre Comon. Approximation tensorielle sous contrainte d’existence. Application au traitement d’antennes. Traitement du Signal, 2016, 33 (1), pp.11-33. ⟨10.3166/TS.33.11-33⟩. ⟨hal-01281032⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, et al.. Localization of Distributed EEG Sources in the Context of Epilepsy: A Simulation Study. Innovation and Research in BioMedical engineering, 2016, 37 (5-6), pp.242-253. ⟨10.1016/j.irbm.2016.04.001⟩. ⟨hal-01359237⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, et al.. Brain source imaging: from sparse to tensor models. IEEE Signal Processing Magazine, 2015, 32 (6), pp.100-112. ⟨10.1109/MSP.2015.2413711⟩. ⟨hal-01190559⟩
  • Souleymen Sahnoun, Pierre Comon. Joint Source Estimation and Localization. IEEE Transactions on Signal Processing, 2015, 63 (10), pp.2485-2495. ⟨10.1109/TSP.2015.2404311⟩. ⟨hal-01005352v2⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Fast Decomposition of Large Nonnegative Tensors. IEEE Signal Processing Letters, 2015, 22 (7), pp.862-866. ⟨10.1109/LSP.2014.2374838⟩. ⟨hal-01069069⟩
  • Agnès Helmstetter, Barbara Nicolas, Pierre Comon, Michel Gay. Basal icequakes recorded beneath an Alpine glacier (Glacier d ‘Argentiere, MontBlanc, France): evidence for stick-slip motion. Journal of Geophysical Research: Earth Surface, 2015, 120 (3), pp.379-401. ⟨10.1002/2014JF003288⟩. ⟨hal-01118884⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon, Roland Redon, Stéphane Mounier. A regularized nonnegative canonical polyadic decomposition algorithm with preprocessing for 3D fluorescence spectroscopy. Journal of Chemometrics, 2015, 29 (4), pp.253-265. ⟨10.1002/cem.2709⟩. ⟨hal-01126693⟩
  • Agnes Helmstetter, Luc Moreau, Barbara Nicolas, Pierre Comon, Michel Gay. Intermediate-depth icequakes and harmonic tremor in an Alpine glacier (glacier d ‘Argentiere,France): evidence for hydraulic fracturing. Journal of Geophysical Research: Earth Surface, 2015, 120 (3), pp.402-416. ⟨10.1002/2014JF003289⟩. ⟨hal-01118889⟩
  • Awatif Rouijel, Khalid Minaoui, Pierre Comon, Driss Aboutajdine. CP decomposition approach to blind separation for DS-CDMA system using a new performance index. EURASIP Journal on Advances in Signal Processing, 2014, 2014, pp.128-139. ⟨10.1186/1687-6180-2014-128⟩. ⟨hal-01120562⟩
  • Mohammad Niknazar, Hanna Becker, Bertrand Rivet, Christian Jutten, Pierre Comon. Blind source separation of underdetermined mixtures of event-related sources. Signal Processing, 2014, 101, pp.52-64. ⟨10.1016/j.sigpro.2014.01.031⟩. ⟨hal-00952039⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Martin Haardt, Gwénaël Birot, et al.. EEG extended source localization: Tensor-based vs. conventional methods. NeuroImage, 2014, 96, pp.143-57. ⟨10.1016/j.neuroimage.2014.03.043⟩. ⟨hal-01011856⟩
  • Julie Coloigner, Ahmad Karfoul, Laurent Albera, Pierre Comon. Line search and trust region strategies for canonical decomposition of semi-nonnegative semi-symmetric 3rd order tensors. Linear Algebra and its Applications, 2014, 450, pp.334-374. ⟨10.1016/j.laa.2014.02.001⟩. ⟨hal-00945606⟩
  • Pierre Comon. Tensors: a Brief Introduction. IEEE Signal Processing Magazine, 2014, 31 (3), pp.44-53. ⟨10.1109/MSP.2014.2298533⟩. ⟨hal-00923279v4⟩
  • Lek-Heng Lim, Pierre Comon. Blind Multilinear Identification. IEEE Transactions on Information Theory, 2014, 60 (2), pp.1260-1280. ⟨10.1109/TIT.2013.2291876⟩. ⟨hal-00763275v2⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon, Mark Kliger, Alfred O. Hero. Clustering with a new distance measure based on a dual-rooted tree. Information Sciences, 2013, 251 (Dec), pp.96-113. ⟨10.1016/j.ins.2013.05.040⟩. ⟨hal-00726005v2⟩
  • Alessandra Bernardi, Jerome Brachat, Pierre Comon, Bernard Mourrain. General Tensor Decomposition, Moment Matrices and Applications. Journal of Symbolic Computation, 2013, 52 (May), pp.51-71. ⟨10.1016/j.jsc.2012.05.012⟩. ⟨inria-00590965v3⟩
  • Marc Castella, Selwa Rafi, Pierre Comon, Wojciech Pieczynski. Separation of instantaneous mixtures of dependent sources using classical ICA methods. EURASIP Journal on Advances in Signal Processing, 2013, 2013:62, pp.n/c. ⟨10.1186/1687-6180-2013-62⟩. ⟨hal-00830124⟩
  • Mikael Sorensen, Pierre Comon. Tensor Decompositions with Banded Matrix Factors. Linear Algebra and its Applications, 2013, 438 (1), pp.919-941. ⟨10.1016/j.laa.2011.10.044⟩. ⟨hal-00740572v2⟩
  • Mikael Sorensen, Lieven de Lathauwer, Pierre Comon, Sylvie Icart, Luc Deneire. Canonical Polyadic decomposition with a Columnwise Orthonormal Factor Matrix. SIAM Journal on Matrix Analysis and Applications, 2012, 33 (4), pp.1190-1213. ⟨10.1137/110830034⟩. ⟨hal-00781143⟩
  • Laurent Albera, Amar Kachenoura, Pierre Comon, Ahmad Karfoul, Fabrice Wendling, et al.. ICA-based EEG denoising: a comparative analysis of fifteen methods. 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⟩. ⟨hal-00740304⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon, Alfred O. Hero. Graph based k-means clustering. Signal Processing, 2012, 92 (9), pp.1970-1984. ⟨10.1016/j.sigpro.2011.12.009⟩. ⟨hal-00701886v2⟩
  • André L. F. Almeida, Xavier Luciani, Alwin Stegeman, Pierre Comon. CONFAC Decomposition Approach to Blind Identification of Underdetermined Mixtures Based on Generating Function Derivatives. IEEE Transactions on Signal Processing, 2012, 60 (11), pp.5698-5713. ⟨10.1109/TSP.2012.2208956⟩. ⟨hal-00739130⟩
  • Pierre Comon, Giorgio Ottaviani. On the typical rank of real binary forms. Linear and Multilinear Algebra, 2012, 60 (6), pp.657-667. ⟨10.1080/03081087.2011.624097⟩. ⟨hal-00420415v2⟩
  • Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet. Multi-way Space-Time-WaveVector analysis for EEG source separation. Signal Processing, 2012, 92 (4), pp.1021-1031. ⟨10.1016/j.sigpro.2011.10.014⟩. ⟨hal-00683304⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. Computing the polyadic decomposition of nonnegative third order tensors. Signal Processing, 2011, 91 (9), pp.2159-2171. ⟨10.1016/j.sigpro.2011.03.006⟩. ⟨hal-00618729⟩
  • Xavier Luciani, André L. F. de Almeida, Pierre Comon. Blind Identification of Underdetermined Mixtures Based on the Characteristic Function: The Complex Case. IEEE Transactions on Signal Processing, 2011, 59 (2), pp.540 – 553. ⟨10.1109/TSP.2010.2089625⟩. ⟨hal-00537838⟩
  • Alwin Stegeman, Pierre Comon. Subtracting a best rank-1 approximation does not necessarily decrease tensor rank. Linear Algebra and its Applications, 2010, 433 (7), pp.1276–1300. ⟨10.1016/j.laa.2010.06.027⟩. ⟨hal-00512275⟩
  • Lek-Heng Lim, Pierre Comon. Multiarray Signal Processing: Tensor decomposition meets compressed sensing. Comptes rendus de l’Académie des sciences. Série IIb, Mécanique, 2010, 338 (6), pp.311–320. ⟨10.1016/j.crme.2010.06.005⟩. ⟨hal-00512271⟩
  • Vicente Zarzoso, Pierre Comon, Ronald Phlypo. A Contrast Function for Independent Component Analysis Without Permutation Ambiguity. IEEE Transactions on Neural Networks, 2010, 21 (5), pp.863-868. ⟨hal-00543058⟩
  • Vicente Zarzoso, Pierre Comon. Robust Independent Component Analysis by Iterative Maximization of the Kurtosis Contrast with Algebraic Optimal Step Size. IEEE Transactions on Neural Networks, 2010, 21 (2), pp.248-261. ⟨hal-00457300⟩
  • Carlos Estêvão Rolim Fernandes, Pierre Comon, Gérard Favier. Blind identification of MISO-FIR channels. Signal Processing, 2010, 90, pp.490-503. ⟨10.1016/j.sigpro.2009.07.023⟩. ⟨hal-00420044⟩
  • Jérôme Brachat, Pierre Comon, Bernard Mourrain, Elias P. P. Tsigaridas. Symmetric tensor decomposition. Linear Algebra and its Applications, 2010, 433 (11-12), pp.1851-1872. ⟨10.1016/j.laa.2010.06.046⟩. ⟨inria-00355713v2⟩
  • Lotfi Senhadji, Amar Kachenoura, Laurent Albera, Pierre Comon. 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.]. Innovation and Research in BioMedical engineering, 2009, 30 (5-6), pp.211-217. ⟨10.1016/j.irbm.2009.10.005⟩. ⟨hal-00913607⟩
  • Lek-Heng Lim, Pierre Comon. Nonnegative approximations of nonnegative tensors. Journal of Chemometrics, 2009, 23, pp.432-441. ⟨10.1002/cem.1244⟩. ⟨hal-00410056⟩
  • Pierre Comon, Xavier Luciani, André L. F. de Almeida. Tensor Decompositions, Alternating Least Squares and other Tales. Journal of Chemometrics, 2009, 23, pp.393-405. ⟨10.1002/cem.1236⟩. ⟨hal-00410057⟩
  • Pierre Comon, Jos ten Berge, Lieven de Lathauwer, Josephine Castaing. Generic and Typical Ranks of Multi-Way Arrays. Linear Algebra and its Applications, 2009, 430 (11), pp.2997-3007. ⟨10.1016/j.laa.2009.01.014⟩. ⟨hal-00410058⟩
  • Sylvie Icart, Pierre Comon, Ludwig Rota. Blind Paraunitary Equalization. Signal Processing, 2009, 89 (3), pp.283-290. ⟨10.1016/j.sigpro.2008.08.014⟩. ⟨hal-00354719⟩
  • Jean-Pierre Delmas, Yann Meurisse, Pierre Comon. Performance limits of alphabet diversities for FIR SISO channel identification. IEEE Transactions on Signal Processing, 2009, 57 (1), pp.73-82. ⟨10.1109/TSP.2008.2007926⟩. ⟨hal-00354686⟩
  • Myriam Rajih, Pierre Comon, Richard Harshman. Enhanced Line Search : A Novel Method to Accelerate PARAFAC. SIAM Journal on Matrix Analysis and Applications, 2008, 30 (3), pp.1148-1171. ⟨hal-00327595⟩
  • Pierre Comon, Gene Golub, Lek-Heng Lim, Bernard Mourrain. Symmetric tensors and symmetric tensor rank. SIAM Journal on Matrix Analysis and Applications, 2008, 30 (3), pp.1254-1279. ⟨hal-00327599⟩
  • Vicente Zarzoso, Ronald Phlypo, Pierre Comon. A Contrast for Independent Component Analysis with Priors on Source Kurtosis Signs. IEEE Signal Processing Letters, 2008, 15, pp.501-504. ⟨10.1109/LSP.2008.919845⟩. ⟨hal-00342353⟩
  • Vicente Zarzoso, Pierre Comon. Optimal Step-Size Constant Modulus Algorithm. IEEE Transactions on Communications, 2008, 56 (1), pp.10-13. ⟨10.1109/TCOMM.2008.050484⟩. ⟨hal-00327594⟩
  • Amar Kachenoura, Laurent Albera, Lotfi Senhadji, Pierre Comon. ICA: A Potential Tool for BCI Systems. IEEE Signal Processing Magazine, 2008, 25 (1), pp.57-68. ⟨10.1109/MSP.2008.4408442⟩. ⟨inserm-00202706⟩
  • Nicolas Petrochilos, Pierre Comon. A zero-cumulant random variable and its applications. Signal Processing, 2006, 86 (11), pp.3334 – 3338. ⟨10.1016/j.sigpro.2006.02.023⟩. ⟨hal-01693671⟩
  • Pierre Comon, Myriam Rajih. Blind Identification of Under-Determined Mixtures based on the Characteristic Function. Signal Processing, 2006, 86 (9), pp.3334-3338. ⟨hal-00263668⟩
  • Vicente Zarzoso, Pierre Comon. Blind and Semi-Blind Equalization Based on the Constant Power Criterion. IEEE Transactions on Signal Processing, 2005, 53 (11), pp.4363-4375. ⟨hal-00543147⟩
  • Laurent Albera, Anne Férreol, Pascal Chevalier, Pierre Comon. ICAR, a tool for Blind Source Separation using Fourth Order Statistics only. IEEE Transactions on Signal Processing, 2005, 53 (10), pp.3633-3643. ⟨10.1109/TSP.2005.855089⟩. ⟨hal-00743890⟩
  • Laurent Albera, Anne Férreol, Pierre Comon, Pascal Chevalier. Blind Identification of Overcomplete Mixtures of Sources (BIOME). Linear Algebra and its Applications, 2004, 391, pp.1-30. ⟨10.1016/j.laa.2004.05.007⟩. ⟨hal-00536010⟩
  • Pierre Comon. Contrasts, Independent Component Analysis, and Blind Deconvolution. International Journal of Adaptive Control and Signal Processing, 2004, 18 (3), pp.225–243. ⟨10.1002/acs.791⟩. ⟨hal-00542916⟩
  • Pierre Comon, Ludwig Rota. Blind Separation of Independent Sources from Convolutive Mixtures. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 2003, E86-A (3), pp.542-549. ⟨hal-02100071⟩
  • Olivier Grellier, Pierre Comon, Bernard Mourrain, Philippe Trébuchet. Analytical Blind Channel Identification. IEEE Transactions on Signal Processing, 2002, 50 (9), pp.2196-2207. ⟨10.1109/TSP.2002.801887⟩. ⟨hal-01148748⟩
  • Pascal Chevalier, Pierre Comon. Séparation Aveugle de Sources. Les Techniques de l’Ingenieur, 2002. ⟨hal-02471904⟩
  • Olivier Grellier, Pierre Comon. Blind Separation of Discrete Sources. IEEE Signal Processing Letters, 1998, 5 (8), pp.212-214. ⟨10.1109/97.704975⟩. ⟨hal-02100062⟩
  • Bruno Emile, Pierre Comon, Joel Le Roux. Estimation of time delays with fewer sensors than sources. IEEE Transactions on Signal Processing, 1998, 46 (7), pp.2012-2015. ⟨10.1109/78.700972⟩. ⟨hal-02100094⟩
  • Pierre Comon. Circularité et signaux aléatoires à temps discret. Traitement du Signal, 1994, 11 (5), pp.417-420. ⟨hal-00979492⟩
  • Pierre Comon. Independent Component Analysis, a new concept?. Signal Processing, 1994, 36, pp.287-314. ⟨10.1016/0165-1684(94)90029-9⟩. ⟨hal-00417283⟩
  • Pierre Comon, Pascal Laurent-Gengoux. Displacement Rank of Generalized Inverses of Persymmetric Matrices. SIAM Journal on Matrix Analysis and Applications, 1993, 14 (3), pp.646-654. ⟨10.1137/0614045⟩. ⟨hal-03574767⟩
  • Pierre Comon. MA Identification using Fourth Order Cumulants. Signal Processing, 1992, 26 (3), pp.381–388. ⟨10.1016/0165-1684(92)90122-D⟩. ⟨hal-00347140⟩
  • Pierre Comon, G.H. Golub. Tracking a few extreme singular values and vectors in signal processing. Proceedings of the IEEE, 1990, 78 (8), pp.1327 – 1343. ⟨10.1109/5.58320⟩. ⟨hal-01741225⟩
  • Pierre Comon, Yves Robert, Denis Trystram. Systolic implementation of adaptive solution to normal equations. Computer Vision Graphics and Image Processing, 1990, 52, pp.402-408. ⟨10.1016/0734-189X(90)90083-8⟩. ⟨hal-00857036⟩
  • Pierre Comon, Yves Robert, Denis Trystram. Architecture systolique de systèmes adaptatifs. Traitement du Signal, 1987, 4 (1), pp.73-85. ⟨hal-00857108⟩
  • Pierre Comon, Yves Robert. A systolic array for computing BA^-1. IEEE transactions on acoustics, speech, and signal processing, 1987, 35 (6), pp.717-723. ⟨10.1109/TASSP.1987.1165208⟩. ⟨hal-00857109⟩
  • Pierre Comon. Estimation multivariable complexe. Traitement du Signal, 1986, 3 (2), pp.97-101. ⟨hal-00979476⟩

Communications dans un congrès119 documents

  • Christian Jutten, Pierre Comon. De la séparation de sources à l’analyse en composantes indépendantes, et au-delà. GRETSI 2023 – XXIXème Colloque Francophone de Traitement du Signal et des Images, GRETSI – Groupe de Recherche en Traitement du Signal et des Images, Aug 2023, Grenoble, France. ⟨hal-04146263⟩
  • Sara Elbouch, Olivier J.J. Michel, Pierre Comon, Michel Campillo, Eric Beaucé. Détection automatique des événements sismiques à l’aide de la formation de voies basée sur le Kurtosis multivarié. GRETSI 2023 – XXIXème Colloque Francophone de Traitement du Signal et des Images, GRETSI – Groupe de Recherche en Traitement du Signal et des Images, Aug 2023, Grenoble, France. ⟨hal-04147512⟩
  • Zhen Long, Ce Zhu, Pierre Comon, Yipeng Liu. Feature space recovery for incomplete multi-view clustering. ICASSP 2023 – IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, Jun 2023, Rhodes, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10095489⟩. ⟨hal-03993684⟩
  • Sara Elbouch, Olivier J.J. Michel, Pierre Comon. Un Test de Normalité pour les Processus Colorés Multivariés. GRETSI 2022 – XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France. ⟨hal-03736664⟩
  • Sara Elbouch, Olivier J.J. Michel, Pierre Comon. Multivariate Normality test for colored data. EUSIPCO 2022 – 30th European Signal Processing Conference, Aug 2022, Belgrade, Serbia. ⟨10.23919/EUSIPCO55093.2022.9909653⟩. ⟨hal-03691615⟩
  • Sara Elbouch, Olivier J.J. Michel, Pierre Comon. Joint Normality Test Via Two-Dimensional Projection. ICASSP 2022 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2022, Singapore, Singapore. ⟨10.1109/ICASSP43922.2022.9747195⟩. ⟨hal-03369151v2⟩
  • Charles Tsuyoshi Sejourne, Romain Couillet, Pierre Comon. A Large-Dimensional Analysis of Symmetric SNE. ICASSP 2021 – IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto, Canada. pp.2970-2974, ⟨10.1109/ICASSP39728.2021.9413583⟩. ⟨hal-03369132⟩
  • Jianze Li, Konstantin Usevich, Pierre Comon. On the convergence of Jacobi-type algorithms for Independent Component Analysis. SAM 2020 – 11th Sensor Array and Multichannel Signal Processing Workshop, Jun 2020, Hangzhou (virtual), China. ⟨10.1109/SAM48682.2020.9104331⟩. ⟨hal-02994725⟩
  • Clémence Prévost, Eric Chaumette, Konstantin Usevich, David Brie, Pierre Comon. On Cramér-Rao lower bounds with random equality constraints. ICASSP 2020 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelone (virtual), Spain. ⟨10.1109/ICASSP40776.2020.9054031⟩. ⟨hal-02486600⟩
  • Clémence Prevost, Konstantin Usevich, Pierre Comon, Martin Haardt, David Brie. Performance bounds for coupled CP model in the framework of hyperspectral super-resolution. CAMSAP 2019 – IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2019, Le Gosier, Guadeloupe, France. ⟨10.1109/CAMSAP45676.2019.9022504⟩. ⟨hal-02303132v2⟩
  • Elaheh Sobhani, Pierre Comon, Christian Jutten, Massoud Babaie-Zadeh. Text mining with constrained tensor decomposition. LOD 2019 – 5th International Conference on Machine Learning, Optimization, and Data Science, Sep 2019, Certosa di Pontignano, Siena, Italy. ⟨hal-02084803⟩
  • Yang Qi, Pierre Comon, Lek-Heng Lim, Ke Ye. Path-connectedness of tensor ranks. EUSIPCO 2019 – 27th European Signal Processing Conference, Sep 2019, A Coruna, Spain. ⟨10.23919/EUSIPCO.2019.8903027⟩. ⟨hal-02121152⟩
  • Pierre Maho, Carlos Leonardo Dolcinotti, Thierry Livache, Cyril Herrier, Anton Andreev, et al.. Reconnaissance de plusieurs composés chimiques à l’aide d’un robot équipé d’un nez électronique. GRETSI 2019 – XXVIIème Colloque Francophone de Traitement du Signal et des Images, Aug 2019, Lille, France. ⟨hal-02180373⟩
  • Elaheh Sobhani, Pierre Comon, Massoud Babaie-Zadeh. Data mining with tensor decompositions. GRETSI 2019 – XXVIIème Colloque Francophone de Traitement du Signal et des Images, Aug 2019, Lille, France. ⟨hal-02170272⟩
  • Clémence Prévost, Konstantin Usevich, Pierre Comon, David Brie. Approches tensorielles couplées pour la fusion aveugle d’images multispectrale et hyperspectrale. GRETSI 2019 – XXVIIème Colloque Francophone de Traitement du Signal et des Images, Aug 2019, Lille, France. ⟨hal-02282433⟩
  • Mohamad Jouni, Mauro Dalla Mura, Pierre Comon. Hyperspectral Image Classification Using Tensor CP Decomposition. IGARSS 2019 – IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨10.1109/IGARSS.2019.8898346⟩. ⟨hal-01998220⟩
  • Mohamad Jouni, Mauro Dalla Mura, Pierre Comon. Classification of Hyperspectral Images as Tensors Using Nonnegative CP Decomposition. ISMM 2019 – 14th International Symposium on Mathematical Morphology, Jul 2019, Saarbrücken, Germany. pp.189-201. ⟨hal-01998121⟩
  • Pierre Maho, Carlos Leonardo Dolcinotti, Thierry Livache, Cyril Herrier, Anton Andreev, et al.. Olfactive robot for gas discrimination over several months using a new optoelectronic nose. ISOEN 2019 – 18th International Symposium on Olfaction and Electronic Nose, May 2019, Fukuoka, Japan. ⟨10.1109/ISOEN.2019.8823405⟩. ⟨hal-02067954⟩
  • Clémence Prévost, Konstantin Usevich, Pierre Comon, David Brie. Coupled tensor low-rank multilinear approximation for hyperspectral super-resolution. ICASSP 2019 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. ⟨10.1109/ICASSP.2019.8683619⟩. ⟨hal-02025385⟩
  • Rodrigo Cabral Farias, José Henrique de Morais Goulart, Pierre Comon. Coherence Constrained Alternating Least Squares. EUSIPCO 2018 – 26th European Signal Processing Conference, Sep 2018, Rome, Italy. ⟨10.23919/EUSIPCO.2018.8553084⟩. ⟨hal-01693946v2⟩
  • Pierre Maho, Simon Barthelme, Pierre Comon. Non-linear source separation under the Langmuir model for chemical sensors. SAM 2018 – 10th IEEE Workshop on Sensor Array and Multichannel Signal Processing, Jul 2018, Sheffield, United Kingdom. pp.380-384, ⟨10.1109/SAM.2018.8448636⟩. ⟨hal-01802358⟩
  • Mohamad Jouni, Mauro Dalla Mura, Pierre Comon. Some issues in computing the CP decomposition of NonNegative Tensors. LVA/ICA 2018 – 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Guildford, United Kingdom. pp.57-66, ⟨10.1007/978-3-319-93764-9_6⟩. ⟨hal-01784370v2⟩
  • Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performances optimales pour les données multimodales partiellement couplées. GRETSI 2017 – XXVIème Colloque francophone de traitement du signal et des images, Sep 2017, Juan-Les-Pins, France. ⟨hal-01567124⟩
  • José Henrique de Morais Goulart, Pierre Comon. A Novel Non-Iterative Algorithm for Low-Multilinear-Rank Tensor Approximation. EUSIPCO 2017 – 25th European Signal Processing Conference, Aug 2017, Kos Island, Greece. ⟨hal-01531231⟩
  • Jérémy E Cohen, Pierre Comon, Nicolas Gillis. Some theory on Non-negative Tucker Decomposition. LVA/ICA 2017 – 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France. ⟨hal-01420297v2⟩
  • Konstantin Usevich, Souleymen Sahnoun, Pierre Comon. High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation?. LVA/ICA 2017 – 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France. pp.47-56, ⟨10.1007/978-3-319-53547-0_5⟩. ⟨hal-01576895⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Joint Tensor Compression for Coupled Canonical Polyadic Decompositions. EUSIPCO 2016 – 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. ⟨hal-01326132⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Konstantin Usevich, Lucas Drumetz, et al.. Canonical polyadic decomposition of hyperspectral patch tensors. EUSIPCO 2016 – 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.2176-2180, ⟨10.1109/EUSIPCO.2016.7760634⟩. ⟨hal-01382362⟩
  • Souleymen Sahnoun, Konstantin Usevich, Pierre Comon. Optimal choice of Hankel-block-Hankel matrix shape in 2-D parameter estimation: the rank-one case. EUSIPCO 2016 – 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. ⟨hal-01288994v2⟩
  • Miguel Angel Veganzones, Sylvain Douté, Jérémy E Cohen, Rodrigo Cabral Farias, Jocelyn Chanussot, et al.. Nonnegative CP decomposition of multiangle hyperspectral data: a case study on CRISM observations of martian icy surface. WHISPERS 2016 – 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Aug 2016, Los Angeles, CA, United States. ⟨hal-01382360⟩
  • Remy Boyer, Pierre Comon. Rectified ALS Algorithm for Multidimensional Harmonic Retrieval. SAM 2016 – 9th IEEE Sensor Array and Multichannel Signal Processing Workshop, Jul 2016, Rio de Janeiro, Brazil. ⟨10.1109/sam.2016.7569678⟩. ⟨hal-01314702⟩
  • Francesca Raimondi, Pierre Comon, Olivier J.J. Michel. Wideband multilinear array processing through tensor decomposition. ICASSP 2016 – 41st IEEE International Conference on Acoustics, Speech and Signal Processing, Mar 2016, Shanghai, China. ⟨10.1109/ICASSP.2016.7472218⟩. ⟨hal-01206915⟩
  • Jérémy E Cohen, Rodrigo Cabral Farias, Pierre Comon. Analyse de grandes données tensorielles couplées. GRETSI 2015 – XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. ⟨hal-01135090⟩
  • Konstantin Usevich, Pierre Comon. Structured Matrix Completion: a Convex Relaxation. GRETSI 2015 – XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. pp.4. ⟨hal-01168981⟩
  • Mélanie Boizard, José Henrique de M Goulart, Remy Boyer, Gérard Favier, Pierre Comon. Performance asymptotique d’estimateurs de modèles CP avec facteurs structurés. GRETSI 2015 – XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. 4 p. ⟨hal-01169880⟩
  • Francesca Raimondi, Pierre Comon. Tensor decomposition of polarized seismic waves. GRETSI 2015 – XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. pp.4. ⟨hal-01164363⟩
  • José Henrique de Morais Goulart, Mélanie Boizard, Remy Boyer, Gérard Favier, Pierre Comon. Statistical efficiency of structured cpd estimation applied to Wiener-Hammerstein modeling. EUSIPCO 2015 – 23th European Signal Processing Conference, Aug 2015, Nice, France. ⟨hal-01118725v2⟩
  • Miguel Angel Veganzones, Jérémy E Cohen, Rodrigo Cabral Farias, Ruben Marrero, Jocelyn Chanussot, et al.. Multilinear spectral unmixing of hyperspectral multiangle images. EUSIPCO 2015 – 23th European Signal Processing Conference, IEEE Signal Processing Society, Aug 2015, Nice, France. pp.749-753. ⟨hal-01158900⟩
  • Rodrigo Cabral Farias, Pierre Comon. Canonical Polyadic Tensor Decomposition in the Presence of Non Gaussian Noise. EUSIPCO 2015 – 23th European Signal Processing Conference, EURASIP, Aug 2015, Nice, France. ⟨hal-01119833⟩
  • Bertrand Rivet, Marc Duda, Anne Guérin-Dugué, Christian Jutten, Pierre Comon. Multimodal approach to estimate the ocular movements during EEG recordings: a coupled tensor factorization method. EMBC 2015 – 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2015, Milan, Italy. ⟨10.1109/EMBC.2015.7319999⟩. ⟨hal-01195942⟩
  • Pierre Comon, Yang Qi, Konstantin Usevich. A polynomial formulation for joint decomposition of symmetric tensors of different orders. LVA/ICA 2015 – 12th International Conference on Latent Variable Analysis and Signal Separation, Aug 2015, Liberec, Czech Republic. pp.8. ⟨hal-01168992⟩
  • Rodrigo Cabral Farias, Jérémy E Cohen, Christian Jutten, Pierre Comon. Joint decompositions with flexible couplings. 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⟩. ⟨hal-01135920v2⟩
  • Alex Pereira da Silva, Pierre Comon, André L. F. de Almeida. An Iterative Deflation Algorithm for Exact CP Tensor Decomposition. ICASSP 2015 – 40th IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2015, Brisbane, Australia. ⟨hal-01071402v2⟩
  • Mélanie Boizard, Remy Boyer, Gérard Favier, Jérémy E Cohen, Pierre Comon. Performances estimation for tensor CP decomposition with structured factors. ICASSP 2015 – 40th IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2015, Brisbane, Australia. pp.3482-3486, ⟨10.1109/icassp.2015.7178618⟩. ⟨hal-01072538v2⟩
  • Rodrigo Cabral Farias, Pierre Comon, Roland Redon. Data Mining by NonNegative Tensor Approximation. MLSP 2014 – IEEE 24th International Workshop on Machine Learning for Signal Processing, Sep 2014, Reims, France. ⟨hal-01077801⟩
  • Jérémy E Cohen, Pierre Comon. On almost sure identifiability of non multilinear tensor decomposition. EUSIPCO 2014 – 22th European Signal Processing Conference, Sep 2014, Lisbonne, Spain. pp.2245-2249. ⟨hal-01059060v2⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Isabelle Merlet. Fast, variation-based methods for the analysis of extended brain sources. EUSIPCO 2014 – 22th European Signal Processing Conference, Sep 2014, Lisbonne, Portugal. 5 p. ⟨hal-01012083v3⟩
  • Souleymen Sahnoun, Pierre Comon. Tensor polyadic decomposition for antenna array processing. CompStat 2014 – 21st International Conference on Computational Statistics (CompStat’2014), Aug 2014, Genève, Switzerland. ⟨hal-00986973⟩
  • Souleymen Sahnoun, Pierre Comon. Deterministic Blind Identification in Antenna Array Processing. SAM 2014 – 8th IEEE Sensor Array and Multichannel Signal Processing Workshop, Jun 2014, Coruna, Spain. pp.4. ⟨hal-00957357v2⟩
  • Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, et al.. A Performance Study of various Brain Source Imaging Approaches. ICASSP 2014 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2014, Florence, Italy. pp.5910-5914, ⟨10.1109/ICASSP.2014.6854729⟩. ⟨hal-00990273v2⟩
  • Ivica Kopriva, Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. Error Analysis of Low-rank Three-Way Tensor Factorization Approach to Blind Source Separation. ICASSP 2014 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2014, Florence, Italy. pp.3210-3214. ⟨hal-00990255⟩
  • Pierre Comon, Khalid Minaoui, Awatif Rouijel, Driss Aboutajdine. Performance Index for Tensor Polyadic Decompositions. EUSIPCO 2013 – 21th European Signal Processing Conference, Sep 2013, Marrakech, Morocco. 5 p. ⟨hal-00842864⟩
  • Mohammad Niknazar, Hanna Becker, Bertrand Rivet, Christian Jutten, Pierre Comon. Robust 3-way tensor decomposition and extended state Kalman filtering to extract fetal ECG. EUSIPCO 2013 – 21th European Signal Processing Conference, Sep 2013, Marrakech, Morocco. ⟨hal-00866674⟩
  • Pierre Comon. Existence of the best low-rank tensor approximate. WOMS 2013 – International Workshop on Organic Matter Spectroscopy (WOMS’2013), Jul 2013, Toulon, France. ⟨hal-00985656⟩
  • Pierre Comon. Décompositions tensorielles et applications. ISIS 2013 – Information Signal Image Vision (ISIS), Jan 2013, Paris, France. ⟨hal-00985668⟩
  • Sylvie Icart, Pierre Comon. Some Properties of Laurent Polynomial Matrices. IMA – 9th IMA International Conference on Mathematics in Signal Processing, Dec 2012, Birmingham, United Kingdom. pp.4. ⟨hal-00747253⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. NonNegative 3-Way tensor Factorzation taking into account Possible Missing Data. EUSIPCO 2012 – 20th European Signal Processing Conference, Aug 2012, Bucarest, Romania. pp.1-5. ⟨hal-00725289⟩
  • Hanna Becker, Pierre Comon, Laurent Albera. Tensor-Based Preprocessing of Combined EEG/MEG Data. EUSIPCO 2012 – 20th European Signal Processing Conference, Aug 2012, Bucarest, Romania. pp.275-279. ⟨hal-00725280v2⟩
  • André L. F. de Almeida, Xavier Luciani, Pierre Comon. Fourth-Order CONFAC Decomposition Approach for Blind Identification of UnderDetermined Mixtures. EUSIPCO 2012 – 20th European Signal Processing Conference, Aug 2012, Bucarest, Romania. pp.1-5. ⟨hal-00725297⟩
  • Julie Coloigner, Laurent Albera, Ahmad Karfoul, Pierre Comon. Décomposition de tableaux d’ordre trois semi-nonnégatifs et semi-symétriques. GRETSI 11, Vingt-troisième colloque sur le Traitement du Signal et des Images, Sep 2011, Bordeaux, France. pp.4. ⟨hal-00659973⟩
  • Alessandra Bernardi, Jérôme Brachat, Pierre Comon, Bernard Mourrain. Multihomogeneous Polynomial Decomposition using Moment Matrices. 36th international symposium on Symbolic and algebraic computation (ISSAC 11), Jun 2011, San Jose, United States. pp.35-42, ⟨10.1145/1993886.1993898⟩. ⟨inria-00638837⟩
  • Jean-Philip Royer, Pierre Comon, Nadège Thirion-Moreau. Computing the nonnegative 3-way tensor factorization using Tikhonov regularization. ICASSP, May 2011, Prague, Czech Republic. pp.2732-2735. ⟨hal-00641065⟩
  • Jean-Philip Royer, Pierre Comon, Nadège Thirion-Moreau. Nonnegative 3-way tensor factorization via conjugate gradient with globally optimal stepsize. ICASSP, May 2011, Prague, Czech Republic. pp.4040–4043. ⟨hal-00641052⟩
  • Pierre Comon. When Tensor Decomposition meets Compressed Sensing. 9th Int. Conf. Latent Variable Analysis, Sep 2010, Saint Malo, France. ⟨hal-00985617⟩
  • André L. F. de Almeida, Pierre Comon, Xavier Luciani. Deterministic Blind Separation of Sources having Different Symbol Rates using Tensor-Based Parallel Deflation. Ninth International Conference on Latent Variable Analysis and Signal Separation, Sep 2010, Saint Malo, France. pp.362-369. ⟨hal-00540504⟩
  • Julie Coloigner, Laurent Albera, Ahmad Karfoul, Amar Kachenoura, Pierre Comon, et al.. Semi-nonnegative Independent Component Analysis: The (3,4)-SENICAexp Method.. Proceedings of the 9th International Conference Latent Variable Analysis and Signal Separation LVA/ICA 2010, Sep 2010, St. Malo, France. pp.612-619, ⟨10.1007/978-3-642-15995-4_76⟩. ⟨hal-00910705⟩
  • Pierre Comon. Tensor decompositions viewed from different fields. Workshop on Tensor Decompositions and Applications} (TDA 2010), Sep 2010, Bari, Italy. ⟨hal-00985587⟩
  • Pierre Comon. Tensors in Signal Processing. Eusipco, Aug 2010, Aalborg, Denmark. ⟨hal-00985565⟩
  • Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet. Multiway Space-Time-Wave-Vector Analysis for Source Localization and Extraction. European Signal Processing Conference, Aug 2010, Aalborg, Denmark. pp.1349-1353. ⟨hal-00501845⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon. Clustering on Manifolds with Dual-Rooted Minimal Spanning Trees. EUSIPCO 2010 – 18th European Signal Processing Conference, Aug 2010, Aalborg, Denmark. ⟨hal-00492745v2⟩
  • Xavier Luciani, André L. F. de Almeida, Pierre Comon. Blind identification of underdetermined mixtures of complex sources based on the characteristic function. European Signal Processing Conference (EUSIPCO), Aug 2010, Aalborg, Denmark. pp.885-889. ⟨hal-00512805⟩
  • Pierre Comon. Computing structured tensor decompositions in polynomial time. 16th Conference of the International Linear Algebra Society (ILAS), Jun 2010, Pisa, Italy. ⟨hal-00512587⟩
  • Jean-Philip Royer, Pierre Comon, Nadège Thirion-Moreau, Stéphane Mounier, Roland Redon, et al.. Water analysis with the help of tensor canonical decompositions. Colloque international RUnsUd, Mar 2010, Nice, France. pp.407-410. ⟨hal-00501871⟩
  • Pierre Comon, Mikael Sorensen, Elias P. P. Tsigaridas. Decomposing tensors with structured matrix factors reduces to rank-1 approximations. International Conference on Acoustics, Speech and Signal Processing, Mar 2010, Dallas, United States. pp.SPTM-P4. ⟨hal-00490248⟩
  • Pierre Comon. Tensor decomposition can reduce to rank-one approximations. 26th GAMM on Tensor Approximations and High-Dimensional Problems, Feb 2010, Leipzig, Germany. ⟨hal-00985606⟩
  • Vicente Zarzoso, Pierre Comon. Automated Extraction of Atrial Fibrillation Activity from the Surface ECG Using Independent Component Analysis in the Frequency Domain. MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING WORLD CONGRESS, Sep 2009, Munchen, Germany. ⟨hal-00435947⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon. Arbres de recouvrement minimaux duaux et application à la segmentation non supervisée. GRETSI 2009 – XXIIème Colloque francophone de traitement du signal et des images, Sep 2009, Dijon, France. pp.8-11. ⟨hal-00435935⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon. Classification non supervisée de données basée sur de multiples partitionnements d’un nouveau graphe. GRETSI 2009 – XXIIème Colloque francophone de traitement du signal et des images, Sep 2009, Dijon, France. ⟨hal-00536015⟩
  • Laurent Albera, Amar Kachenoura, Ahmad Karfoul, Pierre Comon, Lotfi Senhadji. One decade of biomedical problems using ICA: a full comparative study. World congress on Medical Physics and Biomedical Engineering, Sep 2009, Munchen, Germany. pp.2269-2272. ⟨hal-00435951⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon, Alfred O. Hero, Mark Kliger. Combining multiple partitions created with a graph-based construction for data clustering. MLSP 2009 – IEEE 19th International Workshop on Machine Learning for Signal Processing, Sep 2009, Grenoble, France. ⟨hal-00399928⟩
  • Pierre Comon. Tensors versus Matrices, usefulness and unexpected properties. IEEE Workshop on Statistical Signal Processing, Sep 2009, Cardiff, United Kingdom. pp.780-788. ⟨hal-00417258⟩
  • André L. F. de Almeida, Xavier Luciani, Pierre Comon. Blind Identification of Underdetermined Mixtures Based on the Hexacovariance and Higher-Order Cyclostationarity. IEEE Workshop on Stiatistical Signal Processing, Aug 2009, Cardiff, United Kingdom. pp.4. ⟨hal-00435913⟩
  • Mikael Sorensen, Pierre Comon, Sylvie Icart, Luc Deneire. Approximate tensor diagonalization by invertible transforms. European Signal Processing Conference, Aug 2009, Glasgow, United Kingdom. pp.4. ⟨hal-00435893⟩
  • Alwin Stegeman, Pierre Comon. Subtracting a best rank-1 approximation may increase tensor rank. European Signal Processing Conference, Aug 2009, Glasgow, United Kingdom. pp.25/08/2009. ⟨hal-00435877⟩
  • Jérôme Brachat, Pierre Comon, Bernard Mourrain, Elias P. P. Tsigaridas. Symmetric tensor decomposition. 17th European Signal Processing Conference 2009., Aug 2009, Glasgow, United Kingdom. pp.525-529. ⟨hal-00435908⟩
  • Ahmad Karfoul, Laurent Albera, Pierre Comon. Canonical decomposition of even order Hermitian positive semi-definite arrays. European Signal Processing Conference, Aug 2009, Glasgow, United Kingdom. pp.515-9. ⟨hal-00435886⟩
  • Mikael Sorensen, Pierre Comon, Sylvie Icart, Luc Deneire. PARAFAC2 receivers for Orthogonal Space-Time Block Codes. IEEE Int. Conference on Communications, Jun 2009, Dresden, Germany. pp.3. ⟨hal-00435902⟩
  • Carlos Estêvão Rolim Fernandes, Pierre Comon, Gérard Favier. Blind order detection and parameter estimation of MISO-FIR channels. 8th International Conference On Independent Component Analysis and Signal Separation (ICA’2009), Mar 2009, Paraty, Brazil. pp.251-258. ⟨hal-00417566⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon. Unsupervised Clustering on Astrophyics Data : Asteroid reflectance spectra survey and hyperspectral images. Workshop on Classification and Discovery in Large Astronomical Surveys, Oct 2008, Ringberg Castle, Germany. pp.n/c. ⟨hal-00782323⟩
  • Aurorata Ghosh, Elias P. P. Tsigaridas, Maxime Descoteaux, Pierre Comon, Bernard Mourrain, et al.. A polynomial based approach to extract the maxima of an antipodally symmetric spherical function and its application to extract fiber directions from the Orientation Distribution Function in Diffusion MRI. 11th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Sep 2008, New York, United States. p. 237-248. ⟨hal-00340600⟩
  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon. Unsupervised Clustering on Multi-Components Datasets: Applications on Images and Astrophysics Data. EUSIPCO 2008 – 16th European Signal Processing Conference, Aug 2008, Lausanne, Switzerland. pp.P4-1. ⟨hal-00339542⟩
  • Mikael Sorensen, Sylvie Icart, Pierre Comon, Luc Deneire. Gradient based Approximate Joint Diagonalization by Orthogonal Transforms. 16th European Signal Processing Conference (Eusipco’08), Aug 2008, lausanne, Switzerland. pp.session L11-1. ⟨hal-00339522⟩
  • Ronald Phlypo, Vicente Zarzoso, Pierre Comon, Ignace Lemahieu. Cumulant Matching for Independent Source Extraction. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2008, Canada. pp.3340–3343. ⟨hal-00340642⟩
  • Vicente Zarzoso, Pierre Comon. Robust Independent Component Analysis for Blind Source Separation and Extraction with Application in Electrocardiography. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2008, Vancouver, Canada. pp.3344-3347. ⟨hal-00339616⟩
  • Pierre Comon. Tensor decompositions in Engineering. AIM Workshop on Geometry and representation theory of tensors for computer science, statistics and other areas, Jul 2008, Palo-Alto, California, United States. ⟨hal-00339493⟩
  • Pierre Comon, Jos ten Berge. Generic and Typical Ranks of Three-Way Arrays. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Mar 2008, Las Vegas, United States. pp.3313-3316, ⟨10.1109/ICASSP.2008.4518359⟩. ⟨hal-00327627⟩
  • Amar Kachenoura, Laurent Albera, Lotfi Senhadji, Pierre Comon. L’ACI : un outil pour les Interfaces Cerveau-Machine. 21ème Colloque sur le Traitement du Signal et des Images, 2007. GRETSI 2007, Nov 2007, Troyes, France. pp.677-680. ⟨inserm-00188326⟩
  • Ronald Phlypo, Vicente Zarzoso, Pierre Comon, Yves D’asseler, Ignace Lemahieu. Extraction of Atrial Activity from the ECG by Spectrally Constrained ICA Based on Kurtosis Sign. Independent Component Analysis and Signal Separation, Mike E. Davies; Christopher C. James; Samer A. Abdallah; Mark D. Plumbley, Sep 2007, London, United Kingdom. pp.641-648, ⟨10.1007/978-3-540-74494-8_80⟩. ⟨hal-04461951⟩
  • Marc Castella, Pierre Comon. Blind Separation of Instantaneous Mixtures of Dependent Sources. 7th International Conference on Independent Component Analysis and Signal Separation, Sep 2007, London, United Kingdom. pp.9-16. ⟨hal-00327652⟩
  • Lek-Heng Lim, Pierre Comon. Multilinear algebra in machine learning and signal processing. 6th International Congress on Industrial and Applied Mathematics (ICIAM), Jul 2007, Zurich, Switzerland. ⟨hal-00512588⟩
  • Carlos Estêvão Rolim Fernandes, Pierre Comon, Gérard Favier. Order detection and blind identification of 2×1 MISO channels. International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007), Apr 2007, Honolulu, United States. pp.III-753-III-756, ⟨10.1109/ICASSP.2007.366789⟩. ⟨hal-00417620⟩
  • Nicolas Petrochilos, Pierre Comon. Link Between the Joint Diagonalisation of Symmetrical Cubes and PARAFAC: An Application to Secondary Surveillance Radar. Fourth IEEE Workshop on Sensor Array and Multichannel Processing, 2006., Jul 2006, Waltham, United States. ⟨10.1109/SAM.2006.1706157⟩. ⟨hal-01693645⟩
  • Pierre Comon. Independent Component Analysis and Multi-Way Factor Analysis. ICASSP – International Conference on Acoustics Speech and Signal Processing, Mar 2005, Philadelphia, United States. ⟨hal-00263639⟩
  • Ludwig Rota, Pierre Comon, Sylvie Icart. Égalisation aveugle de mélanges convolutifs MIMO. GRETSI 03, Sep 2003, Paris, France. ⟨hal-04207853⟩
  • Nicolas Petrochilos, Pierre Comon. Separation de signaux ZCM: application en radar SSR. GRETSI, Sep 2003, Paris, France. ⟨hal-01951300⟩
  • Laurent Albera, Anne Ferreol, Pascal Chevalier, Pierre Comon. ICAR, un algorithme d’ICA à convergence rapide robuste au bruit. GRETSI, Sep 2003, Paris, France. ⟨hal-02483549⟩
  • Ludwig Rota, Pierre Comon, Sylvie Icart. Blind equalization of MIMO channels. 2003 4th IEEE Workshop on Signal Processing Advances in Wireless Communications – SPAWC 2003, Jun 2003, Rome, Italy. pp.314-318, ⟨10.1109/SPAWC.2003.1318973⟩. ⟨hal-04207511⟩
  • Ludwig Rota, Pierre Comon, Sylvie Icart. Blind MIMO paraunitary equalizer. International Conference on Acoustics, Speech and Signal Processing (ICASSP’03), Apr 2003, Hong Kong, China. pp.IV-285-8, ⟨10.1109/ICASSP.2003.1202625⟩. ⟨hal-04207491⟩
  • Laurent Albera, Anne Ferreol, Pierre Comon, Pascal Chevalier. Sixth OrderBlind Identification of Underdetermined Mixtures (BIRTH). Workshop on Independent Component Analysis (ICA), Apr 2003, Nara, Japan. ⟨hal-02476479⟩
  • Pierre Comon. From Source Separation to Blind Equalization, Contrast-based Approaches. International Conference on Image and Signal processing (ICISP), May 2001, Agadir, Morocco. ⟨hal-01825729⟩
  • Nicolas Petrochilos, Pierre Comon. ML Estimation of SSR Signals, Identifiability, and Cramer-Rao Bounds. EUSIPCO 2000, Sep 2000, tempere, Finland. ⟨hal-01951354⟩
  • Nicolas Petrochilos, Pierre Comon. Blind identification of linear-quadratic channels with usual communication inputs. Tenth IEEE Workshop on Statistical Signal and Array Processing, Aug 2000, Pocono Manor, United States. ⟨10.1109/SSAP.2000.870107⟩. ⟨hal-01693877⟩
  • Nicolas Petrochilos, D. Matic, A. Trindade, F. Schoute, Pierre Comon, et al.. OFDM synchronisation based on the phase rotation of sub-carriers. 2000 IEEE 51st Vehicular Technology Conference. Proceedings. VTC2000-Springer, May 2000, Tokyo, Japan. ⟨10.1109/VETECS.2000.851327⟩. ⟨hal-01693885⟩
  • Pascal Chevalier, Veronique Capdevielle, Pierre Comon. Performance of HO Blind Source Separation Methods: Experimental Results on Ionospheric HF Links. Workshop on Independent Component Analysis (ICA), Jan 1999, Aussois, France. ⟨hal-02479522⟩
  • Pierre Comon. Blind Channel Identification and Extraction of more Sources than Sensors. Advanced Signal Processing Algorithms, Architectures, and Implementations VIII, Jul 1998, San Diego, United States. pp.2-13, ⟨10.1117/12.325670⟩. ⟨hal-00499421⟩
  • Veronique Capdevielle, Pascal Chevalier, Patrick Calvary, Pierre Comon. Comparaison des performances de plusieurs méthodes de séparation aveugle de sources aux ordres supérieurs. GRETSI, Sep 1997, Grenoble, France. ⟨hal-02483587⟩
  • Pierre Comon. Tensor Diagonalization, A useful Tool in Signal Processing. 10th IFAC Symposium on System Identification (IFAC-SYSID), Jul 1994, Copenhagen, Denmark. pp.77-82. ⟨hal-00561523⟩
  • Pierre Comon, J.-F. Cardoso. Eigenvalue Decomposition of a Cumulant Tensor with Applications. SPIE Conference on Advanced Signal Processing Algorithms, Architectures, and Implementations, Jul 1990, San Diego, United States. pp.361-372. ⟨hal-01045246⟩
  • Pierre Comon. Separation of sources using high-order cumulants. Advanced Algorithms and Architectures for Signal Processing IV, SPIE – The lnternational Society for Optical Engineering, Aug 1989, San Diego, United States. pp.170-181, ⟨10.1117/12.962275⟩. ⟨hal-04098655⟩

Poster de conférence1 document

  • Mohamad Jouni, Mauro Dalla Mura, Pierre Comon. Feature Extraction of Multimodal Images Based on Tensor Decomposition and Mathematical Morphology (poster). 2020 UGA & UT Workshop, Dec 2020, Online, Japan. . ⟨hal-04306074⟩

Ouvrages (y compris édition critique et traduction)5 documents

  • Pierre Comon. Communications numériques, cours et exercices à l’usage de l’élève ingénieur. Harmattan, pp.115, 2010. ⟨hal-00519603⟩
  • Pierre Comon, Christian Jutten (Dir.). Handbook of Blind Source Separation, Independent Component Analysis and Applications. Academic Press (Elsevier), pp.831, 2010. ⟨hal-00460653⟩
  • Christian Jutten (Dir.). Séparation de sources 1. Concepts de base et analyse en composantes indépendantes. Hermes, pp.279, 2007. ⟨hal-00179073⟩
  • Christian Jutten, Pierre Comon (Dir.). Séparation de sources 2. Au-delà de l’aveugle et applications. Hermes, pp.284, 2007. ⟨hal-00179079⟩
  • Jean-Louis Lacoume, Pierre-Olivier Amblard, Pierre Comon. Statistiques d’ordre supérieur pour le traitement du signal. MASSON, pp.290, 1997. ⟨hal-00169460⟩

Chapitres d’ouvrage14 documents

  • Jérémy E Cohen, Rasmus Bro, Pierre Comon. Tensor decompositions: principles and application to food sciences. 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. ⟨hal-03367935v2⟩
  • Pierre Comon. Tenseurs en sciences de données. Techniques de l’ingénieur. Mathématiques pour l’ingénieur, , 2021, ⟨10.51257/a-v1-af114⟩. ⟨hal-03266497v2⟩
  • Vicente Zarzoso, Olivier Meste, Pierre Comon, Decebal Gabriel Latcu, Nadir Saoudi. Noninvasive Cardiac Signal Analysis Using Data Decomposition Techniques. Cazals, Frédéric and Kornprobst, Pierre. Modeling in Computational Biology and Biomedicine, Springer Verlag, pp.83-116, 2013, Lectures Notes in Mathematical and Computational Biology, ISBN 978-3-642-31207-6. ⟨10.1007/978-3-642-31208-3⟩. ⟨hal-00739088⟩
  • Laurent Albera, Pierre Comon, Lucas C Parra, Ahmad Karfoul, Amar Kachenoura, et al.. ICA and biomedical applications. P. Comon ; C. Jutte. Handbook of Blind Source Separation, Independent Component Analysis and Applications, Academic Press, 737-78 (chap.18), 2010, 978-2-296-12827-9. ⟨hal-00909006⟩
  • Christian Jutten, Pierre Comon. Introduction. Pierre Comon, Christian Jutten. Handbook of blind source separation. Independent component analysis and applications, Academic Press (Elsevier), pp.1-22, 2010. ⟨hal-00460655⟩
  • Pierre Comon, Lieven Delathauwer. Algebraic identification of under-determined mixtures. P. Comon and C. Jutten. Handbook of Blind Source Separation, Academic Press (Elsevier), pp.325-365, 2010. ⟨hal-00482242⟩
  • Vicente Zarzoso, Pierre Comon, Dirk Slock. Semi-Blind Methods for Communications. Pierre Comon, Christian Jutten. Handbook of Blind Source Separation, Independent Component Analysis and Applications, Academic Press, pp.593-638, 2010. ⟨hal-00848636⟩
  • Vicente Zarzoso, Ronald Phlypo, Olivier Meste, Pierre Comon. Signal extraction in multisensor biomedical recordings. Advances in Biomedical Engineering, Elsevier B. V., pp.95-143, 2009. ⟨hal-00357253⟩
  • Christian Jutten, Pierre Comon. Introduction. P. Comon, C. Jutten. Séparation de sources 1. Concepts de base et analyse en composantes indépendantes., Lavoisier, pp.23-34, 2007. ⟨hal-00179082⟩
  • Pierre Comon. Tensor Decompositions, State of the Art and Applications. J. G. McWhirter and I. K. Proudler. Mathematics in Signal Processing V, Clarendon Press, Oxford, pp.1-24, 2002. ⟨hal-00347139⟩
  • Pierre Comon, Pascal Chevalier. Chapter 5 – Blind Source Separation: Models, Concepts, Algorithms and Performance. Unsupervised Adaptive Filtering – Tome 1 – Blind Source Separation, Dir. S. Haykins, Ed. Wiley, 445 p., 2000. ⟨hal-02471877⟩
  • Pierre Comon, Pascal Chevalier. Source separation: models, concepts, algorithms and performances. S. Haykin. Unsupervised Adaptive Filtering, volume 1 : Blind Source Separation, Wiley, pp.191–236, 2000, Series on Adaptive and Learning Systems for Communications, Signal Processing and Control. ⟨hal-00169604⟩
  • Pierre Comon. Structured matrices and inverses. A. Bojanczyk and G. Cybenko. Linear algebra for signal processing, Springer verlag, pp.1–16, 1995, IMA volumes in mathematics and its applications. ⟨hal-00169588⟩
  • Pierre Comon. Independent Component Analysis. J-L.Lacoume. Higher-Order Statistics, Elsevier, pp.29-38, 1992. ⟨hal-00346684⟩

Brevets1 document

  • Laurent Albera, Anne Ferreol, Pascal Chevalier, Pierre Comon. Procédé d’identification autodidacte et de séparation aveugle de sources aux ordres supérieurs. France, N° de brevet: 03.04043. 2003. ⟨hal-02481679⟩

Autres publications1 document

  • Laurent Galluccio, Olivier J.J. Michel, Pierre Comon, Eric Slezak, Alfred O. Hero. Initialization Free Graph Based Clustering. 2009, 16 p. ⟨hal-00418623⟩

Pré-publications, Documents de travail8 documents

  • Christian Jutten, Pierre Comon. De la séparation de sources à l’analyse en composantes indépendantes, et au-delà. 2023. ⟨hal-04106245v2⟩
  • Elaheh Sobhani, Pierre Comon, Christian Jutten, Massoud Babaie-Zadeh. SFBS: a Forward-Backward Splitting algorithm for constrained tensor decomposition. 2023. ⟨hal-02929348v2⟩
  • Zhen Long, Ce Zhu, Jiani Liu, Yipeng Liu, Pierre Comon. Provable Nonnegative Tensor Ring Approximation: Stability and Optimality. 2022. ⟨hal-03781546v2⟩
  • Clémence Prévost, Konstantin Usevich, Eric Chaumette, David Brie, Pierre Comon. On the efficiency of blind and non-blind estimation for coupled LL1 tensor models using the randomly-constrained Cramér-Rao bound. 2021. ⟨hal-03504402⟩
  • Marouane Nazih, Khalid Minaoui, Pierre Comon. Computation of the regularized canonical polyadic decomposition of tensors using the accelerated proximal gradient with momentum. 2021. ⟨hal-03152014⟩
  • Clémence Prévost, Konstantin Usevich, Martin Haardt, Pierre Comon, David Brie. Constrained Cramér-Rao lower bounds for CP-based hyperspectral super-resolution. 2020. ⟨hal-03083709⟩
  • José Henrique de Morais Goulart, Pierre Comon. Non-iterative low-multilinear-rank tensor approximation with application to decomposition in rank-(1,L,L) terms. 2017. ⟨hal-01516167⟩
  • Alex P da Silva, Pierre Comon, André L F de Almeida. Combined Deflation and Alternating Projections for Column-Wise Orthogonal Canonical Polyadic Tensor Decomposition. 2016. ⟨hal-01567411⟩

Rapports5 documents

  • Souleymen Sahnoun, Pierre Comon, Alex Pereira da Silva. A Greedy Sparse Method Suitable for Spectral-Line Estimation. [Research Report] GIPSA-lab. 2016. ⟨hal-01315258⟩
  • Jérémy E Cohen, Konstantin Usevich, Pierre Comon. A Tour of Constrained Tensor Canonical Polyadic Decomposition. [Research Report] GIPSA-lab. 2016. ⟨hal-01311795⟩
  • Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performance bounds for coupled models. [Research Report] GIPSA-lab. 2016. ⟨hal-01280480⟩
  • Alex Pereira da Silva, Pierre Comon, André L. F. de Almeida. Rank-1 Tensor Approximation Methods and Application to Deflation. [Research Report] GIPSA-lab. 2015. ⟨hal-01186615⟩
  • Pierre Comon, Lek-Heng Lim. Sparse Representations and Low-Rank Tensor Approximation. 2011. ⟨hal-00703494⟩

Habilitations à diriger des recherches1 document

  • Pierre Comon. Quelques développements récents en traitement du signal. Traitement du signal et de l’image [eess.SP]. Université Nice Sophia Antipolis, 1995. ⟨tel-00473197⟩

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