Pierre Comon

ORCID

Publication Activity (10 Years)

Years Active: 1986-2024
Publications (10 Years): 72

Top Venues

Publications

Zhen Long, Ce Zhu, Pierre Comon, Yazhou Ren, Yipeng Liu
Feature Space Recovery for Efficient Incomplete Multi-View Clustering. IEEE Trans. Knowl. Data Eng. 36 (9) (2024)
Jianze Li, Konstantin Usevich, Pierre Comon
Convergence of Gradient-Based Block Coordinate Descent Algorithms for Nonorthogonal Joint Approximate Diagonalization of Matrices. SIAM J. Matrix Anal. Appl. 44 (2) (2023)
Mohamad Jouni, Mauro Dalla Mura, Lucas Drumetz, Pierre Comon
MultiHU-TD: Multifeature Hyperspectral Unmixing Based on Tensor Decomposition. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Zhen Long, Ce Zhu, Pierre Comon, Yipeng Liu
Feature Space Recovery for Incomplete Multi-View Clustering. ICASSP (2023)
Sara ElBouch, Olivier J. J. Michel, Pierre Comon
Joint Normality Test Via Two-Dimensional Projection. ICASSP (2022)
Elaheh Sobhani, Pierre Comon, Christian Jutten, Massoud Babaie-Zadeh
CorrIndex: A permutation invariant performance index. Signal Process. 195 (2022)
José Henrique de Morais Goulart, Romain Couillet, Pierre Comon
A Random Matrix Perspective on Random Tensors. J. Mach. Learn. Res. 23 (2022)
Sara El Bouch, Olivier J. J. Michel, Pierre Comon
A normality test for multivariate dependent samples. Signal Process. 201 (2022)
Zhen Long, Ce Zhu, Jiani Liu, Pierre Comon, Yipeng Liu
Trainable Subspaces for Low Rank Tensor Completion: Model and Analysis. IEEE Trans. Signal Process. 70 (2022)
Marouane Nazih, Khalid Minaoui, Elaheh Sobhani, Pierre Comon
Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms. Digit. Signal Process. 129 (2022)
Clémence Prévost, Konstantin Usevich, Martin Haardt, Pierre Comon, David Brie
Constrained Cramér-Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions. Signal Process. 198 (2022)
Sara El Bouch, Olivier J. J. Michel, Pierre Comon
Multivariate Normality test for colored data. EUSIPCO (2022)
José Henrique de Morais Goulart, Romain Couillet, Pierre Comon
A Random Matrix Perspective on Random Tensors. CoRR (2021)
Marouane Nazih, Khalid Minaoui, Elaheh Sobhani, Pierre Comon
Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm. Signal Process. 188 (2021)
Charles Séjourné, Romain Couillet, Pierre Comon
A Large-Dimensional Analysis of Symmetric SNE. ICASSP (2021)
Jianze Li, Konstantin Usevich, Pierre Comon
On the convergence of Jacobi-type algorithms for Independent Component Analysis. SAM (2020)
Clémence Prévost, Eric Chaumette, Konstantin Usevich, David Brie, Pierre Comon
On Cramér-Rao Lower Bounds with Random Equality Constraints. ICASSP (2020)
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 and Application to ECG Source Separation. IEEE Trans. Signal Process. 68 (2020)
Clémence Prévost, Konstantin Usevich, Pierre Comon, David Brie
Hyperspectral Super-Resolution With Coupled Tucker Approximation: Recoverability and SVD-Based Algorithms. IEEE Trans. Signal Process. 68 (2020)
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 Process. 171 (2020)
Yang Xu, Zebin Wu, Jocelyn Chanussot, Pierre Comon, Zhihui Wei
Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion. IEEE Trans. Geosci. Remote. Sens. 58 (1) (2020)
Sebastian Miron, Yassine Zniyed, Rémy Boyer, André Lima Férrer de Almeida, Gérard Favier, David Brie, Pierre Comon
Tensor methods for multisensor signal processing. IET Signal Process. 14 (10) (2020)
Jianze Li, Konstantin Usevich, Pierre Comon
Gradient based block coordinate descent algorithms for joint approximate diagonalization of matrices. CoRR (2020)
Konstantin Usevich, Jianze Li, Pierre Comon
Approximate Matrix and Tensor Diagonalization by Unitary Transformations: Convergence of Jacobi-Type Algorithms. SIAM J. Optim. 30 (4) (2020)
Mohamad Jouni, Mauro Dalla Mura, Pierre Comon
Hyperspectral Image Classification Based on Mathematical Morphology and Tensor Decomposition. Math. Morphol. Theory Appl. 4 (1) (2020)
Jianze Li, Konstantin Usevich, Pierre Comon
On the convergence of Jacobi-type algorithms for Independent Component Analysis. CoRR (2019)
Mohamad Jouni, Mauro Dalla Mura, Pierre Comon
Classification of Hyperspectral Images as Tensors Using Nonnegative CP Decomposition. ISMM (2019)
Yang Qi, Pierre Comon, Lek-Heng Lim, Ke Ye
Path-connectedness of tensor ranks. EUSIPCO (2019)
Elaheh Sobhani, Pierre Comon, Christian Jutten, Massoud Babaie-Zadeh
Text Mining with Constrained Tensor Decomposition. LOD (2019)
Konstantin Usevich, Jianze Li, Pierre Comon
Approximate matrix and tensor diagonalization by unitary transformations: convergence of Jacobi-type algorithms. CoRR (2019)
Mohamad Jouni, Mauro Dalla Mura, Pierre Comon
Hyperspectral Image Classification Using Tensor CP Decomposition. IGARSS (2019)
Clémence Prévost, Konstantin Usevich, Pierre Comon, Martin Haardt, David Brie
Performance Bounds for Coupled CP Model in the Framework of Hyperspectral Super-Resolution. CAMSAP (2019)
Pierre Maho, Carlos Leonardo Dolcinotti, Thierry Livache, Cyril Herrier, Anton Andreev, Pierre Comon, Simon Barthelmé
Olfactive robot for gas discrimination over several months using a new optoelectronic nose. ISOEN (2019)
Clémence Prévost, Konstantin Usevich, Pierre Comon, David Brie
Coupled Tensor Low-rank Multilinear Approximation for Hyperspectral Super-resolution. ICASSP (2019)
Jianze Li, Konstantin Usevich, Pierre Comon
Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis. CoRR (2019)
Pierre Maho, Simon Barthelmé, Pierre Comon
Non-Linear Source Separation Under the Langmuir Model for Chemical Sensors. SAM (2018)
Mohamad Jouni, Mauro Dalla Mura, Pierre Comon
Some Issues in Computing the CP Decomposition of NonNegative Tensors. LVA/ICA (2018)
Rodrigo Cabral Farias, José Henrique de Morais Goulart, Pierre Comon
Coherence Constrained Alternating Least Squares. EUSIPCO (2018)
Jianze Li, Konstantin Usevich, Pierre Comon
Globally Convergent Jacobi-Type Algorithms for Simultaneous Orthogonal Symmetric Tensor Diagonalization. SIAM J. Matrix Anal. Appl. 39 (1) (2018)
Jeremy E. Cohen, Pierre Comon, Nicolas Gillis
Some Theory on Non-negative Tucker Decomposition. LVA/ICA (2017)
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 J. Biomed. Health Informatics 21 (1) (2017)
Hanna Becker, Laurent Albera, Pierre Comon, Jean-Claude Nunes, Rémi Gribonval, Julien Fleureau, Philippe Guillotel, Isabelle Merlet
SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity. NeuroImage 157 (2017)
Souleymen Sahnoun, El-Hadi Djermoune, David Brie, Pierre Comon
A simultaneous sparse approximation method for multidimensional harmonic retrieval. Signal Process. 131 (2017)
Konstantin Usevich, Souleymen Sahnoun, Pierre Comon
High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation? LVA/ICA (2017)
Souleymen Sahnoun, Konstantin Usevich, Pierre Comon
Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis. IEEE Trans. Signal Process. 65 (22) (2017)
Francesca Raimondi, Rodrigo Cabral Farias, Olivier J. J. Michel, Pierre Comon
Wideband Multiple Diversity Tensor Array Processing. IEEE Trans. Signal Process. 65 (20) (2017)
Francesca Raimondi, Pierre Comon, Olivier J. J. Michel, Umberto Spagnolini
Multidimensional factorization through helical mapping. Signal Process. 131 (2017)
José Henrique de Morais Goulart, Pierre Comon
A novel non-iterative algorithm for low-multilinear-rank tensor approximation. EUSIPCO (2017)
Pierre Comon, Yang Qi, Konstantin Usevich
Identifiability of an X-Rank Decomposition of Polynomial Maps. SIAM J. Appl. Algebra Geom. 1 (1) (2017)
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. CoRR (2017)
Saloua Chlaily, Chengfang Ren, Pierre-Olivier Amblard, Olivier J. J. Michel, Pierre Comon, Christian Jutten
Information-Estimation Relationship in Mismatched Gaussian Channels. IEEE Signal Process. Lett. 24 (5) (2017)
Jianze Li, Konstantin Usevich, Pierre Comon
Globally convergent Jacobi-type algorithms for simultaneous orthogonal symmetric tensor diagonalization. CoRR (2017)
Francesca Raimondi, Pierre Comon
Tensor DoA Estimation With Directional Elements. IEEE Signal Process. Lett. 24 (5) (2017)
Yang Qi, Pierre Comon, Lek-Heng Lim
Semialgebraic Geometry of Nonnegative Tensor Rank. SIAM J. Matrix Anal. Appl. 37 (4) (2016)
Francesca Raimondi, Pierre Comon, Olivier J. J. Michel, Umberto Spagnolini
Multidimensional factorization through helical mapping. CoRR (2016)
Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon
Performance bounds for coupled models. SAM (2016)
Jeremy Emile Cohen, Rodrigo Cabral Farias, Pierre Comon
Joint tensor compression for coupled canonical polyadic decompositions. EUSIPCO (2016)
Souleymen Sahnoun, Pierre Comon
Approximation tensorielle sous contrainte d'existence. Application au traitement d'antennes. Traitement du Signal 33 (1) (2016)
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)
Pierre Comon, Yang Qi, Konstantin Usevich
X-rank and identifiability for a polynomial decomposition model. CoRR (2016)
Alex Pereira da Silva, Pierre Comon, André Lima Férrer de Almeida
A Finite Algorithm to Compute Rank-1 Tensor Approximations. IEEE Signal Process. Lett. 23 (7) (2016)
Rémy Boyer, Pierre Comon
Rectified ALS algorithm for multidimensional harmonic retrieval. SAM (2016)
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 Process. 118 (2016)
Miguel Angel Veganzones, Jeremy E. Cohen, Rodrigo Cabral Farias, Konstantin Usevich, Lucas Drumetz, Jocelyn Chanussot, Pierre Comon
Canonical polyadic decomposition of hyperspectral patch tensors. EUSIPCO (2016)
José Henrique de Morais Goulart, Maxime Boizard, Rémy Boyer, Gérard Favier, Pierre Comon
Tensor CP Decomposition With Structured Factor Matrices: Algorithms and Performance. IEEE J. Sel. Top. Signal Process. 10 (4) (2016)
Miguel Angel Veganzones, Jeremy E. Cohen, Rodrigo Cabral Farias, Jocelyn Chanussot, Pierre Comon
Nonnegative Tensor CP Decomposition of Hyperspectral Data. IEEE Trans. Geosci. Remote. Sens. 54 (5) (2016)
Yang Qi, Pierre Comon, Lek-Heng Lim
Uniqueness of Nonnegative Tensor Approximations. IEEE Trans. Inf. Theory 62 (4) (2016)
Alex Pereira 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. Appl. Math. Lett. 62 (2016)
Rodrigo Cabral Farias, Jeremy Emile Cohen, Pierre Comon
Exploring Multimodal Data Fusion Through Joint Decompositions with Flexible Couplings. IEEE Trans. Signal Process. 64 (18) (2016)
Francesca Raimondi, Pierre Comon, Olivier J. J. Michel
Wideband multilinear array processing through tensor decomposition. ICASSP (2016)
Konstantin Usevich, Pierre Comon
Hankel Low-Rank Matrix Completion: Performance of the Nuclear Norm Relaxation. IEEE J. Sel. Top. Signal Process. 10 (4) (2016)
Miguel Angel Veganzones, Sylvain Douté, Jeremy E. Cohen, R. Cabrai Farias, Jocelyn Chanussot, Pierre Comon
Nonnegative CP decomposition of multiangle hyperspectral data: A case study on CRISM observations of Martian ICY surface. WHISPERS (2016)
Konstantin Usevich, Pierre Comon
Quasi-Hankel low-rank matrix completion: a convex relaxation. CoRR (2015)
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet
Brain-Source Imaging: From sparse to tensor models. IEEE Signal Process. Mag. 32 (6) (2015)
José Henrique de Morais Goulart, Maxime Boizard, Rémy Boyer, Gérard Favier, Pierre Comon
Statistical efficiency of structured cpd estimation applied to Wiener-Hammerstein modeling. CoRR (2015)
Maxime Boizard, Rémy Boyer, Gérard Favier, Jeremy E. Cohen, Pierre Comon
Performance estimation for tensor CP decomposition with structured factors. ICASSP (2015)
Jeremy E. Cohen, Rodrigo Cabral Farias, Pierre Comon
Fast Decomposition of Large Nonnegative Tensors. IEEE Signal Process. Lett. 22 (7) (2015)
José Henrique de Morais Goulart, Maxime Boizard, Rémy Boyer, Gérard Favier, Pierre Comon
Statistical efficiency of structured CPD estimation applied to Wiener-Hammerstein modeling. EUSIPCO (2015)
Rodrigo Cabral Farias, Pierre Comon
Canonical polyadic tensor decomposition in the presence of non Gaussian noise. EUSIPCO (2015)
Rodrigo Cabral Farias, Jeremy Emile Cohen, Christian Jutten, Pierre Comon
Joint Decompositions with Flexible Couplings. LVA/ICA (2015)
Rodrigo Cabral Farias, Jeremy Emile Cohen, Pierre Comon
Exploring multimodal data fusion through joint decompositions with flexible couplings. CoRR (2015)
Alex Pereira da Silva, Pierre Comon, André Lima Férrer de Almeida
An iterative deflation algorithm for exact CP tensor decomposition. ICASSP (2015)
Souleymen Sahnoun, El-Hadi Djermoune, David Brie, Pierre Comon
A Simultaneous Sparse Approximation Method for Multidimensional Harmonic Retrieval. CoRR (2015)
Souleymen Sahnoun, Pierre Comon
Joint Source Estimation and Localization. IEEE Trans. Signal Process. 63 (10) (2015)
Alex Pereira da Silva, Pierre Comon, André Lima Férrer de Almeida
Rank-1 Tensor Approximation Methods and Application to Deflation. CoRR (2015)
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)
Pierre Comon, Yang Qi, Konstantin Usevich
A Polynomial Formulation for Joint Decomposition of Symmetric Tensors of Different Orders. LVA/ICA (2015)
Miguel Angel Veganzones, Jeremy E. Cohen, R. Cabrai Farias, Ruben Marrero, Jocelyn Chanussot, Pierre Comon
Multilinear spectral unmixing of hyperspectral multiangle images. EUSIPCO (2015)
Jeremy E. Cohen, Pierre Comon
On almost sure identifiability of non multilinear tensor decomposition. EUSIPCO (2014)
Awatif Rouijel, Khalid Minaoui, Pierre Comon, Driss Aboutajdine
Short: Blind Separation of the Multiarray Multisensor Systems Using the CP Decomposition. NETYS (2014)
Rodrigo Cabral Farias, Pierre Comon, Roland Redon
Data mining by nonnegative tensor approximation. MLSP (2014)
Awatif Rouijel, Khalid Minaoui, Pierre Comon, Driss Aboutajdine
CP decomposition approach to blind separation for DS-CDMA system using a new performance index. EURASIP J. Adv. Signal Process. 2014 (2014)
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)
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Isabelle Merlet
Fast, variation-based methods for the analysis of extended brain sources. EUSIPCO (2014)
Pierre Comon
Tensors : A brief introduction. IEEE Signal Process. Mag. 31 (3) (2014)
Mohammad Niknazar, Hanna Becker, Bertrand Rivet, Christian Jutten, Pierre Comon
Blind source separation of underdetermined mixtures of event-related sources. Signal Process. 101 (2014)
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet
A performance study of various brain source imaging approaches. ICASSP (2014)
Lek-Heng Lim, Pierre Comon
Blind Multilinear Identification. IEEE Trans. Inf. Theory 60 (2) (2014)
Hanna Becker, Laurent Albera, Pierre Comon, Martin Haardt, Gwénaël Birot, Fabrice Wendling, Martine Gavaret, Christian G. Bénar, Isabelle Merlet
EEG extended source localization: Tensor-based vs. conventional methods. NeuroImage 96 (2014)
Souleymen Sahnoun, Pierre Comon
Deterministic blind identification in antenna array processing. SAM (2014)

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Publication Activity (10 Years)

Top Topics

Top Venues

Pierre Comon