Pierre Comon

Orcid: 0000-0001-9436-9228

According to our database1, Pierre Comon authored at least 197 papers between 1986 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2007, "For contributions to high-order statistics and blind techniques for signal processing".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

On csauthors.net:

Bibliography

2024
Feature Space Recovery for Efficient Incomplete Multi-View Clustering.
IEEE Trans. Knowl. Data Eng., September, 2024

2023
Convergence of Gradient-Based Block Coordinate Descent Algorithms for Nonorthogonal Joint Approximate Diagonalization of Matrices.
SIAM J. Matrix Anal. Appl., June, 2023

MultiHU-TD: Multifeature Hyperspectral Unmixing Based on Tensor Decomposition.
IEEE Trans. Geosci. Remote. Sens., 2023

Feature Space Recovery for Incomplete Multi-View Clustering.
Proceedings of the IEEE International Conference on Acoustics, 2023

2022
Trainable Subspaces for Low Rank Tensor Completion: Model and Analysis.
IEEE Trans. Signal Process., 2022

CorrIndex: A permutation invariant performance index.
Signal Process., 2022

Constrained Cramér-Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions.
Signal Process., 2022

A normality test for multivariate dependent samples.
Signal Process., 2022

A Random Matrix Perspective on Random Tensors.
J. Mach. Learn. Res., 2022

Computation of the nonnegative canonical tensor decomposition with two accelerated proximal gradient algorithms.
Digit. Signal Process., 2022

Joint Normality Test Via Two-Dimensional Projection.
Proceedings of the IEEE International Conference on Acoustics, 2022

Multivariate Normality test for colored data.
Proceedings of the 30th European Signal Processing Conference, 2022

2021
Computation of low-rank tensor approximation under existence constraint via a forward-backward algorithm.
Signal Process., 2021

A Large-Dimensional Analysis of Symmetric SNE.
Proceedings of the IEEE International Conference on Acoustics, 2021

2020
Hyperspectral Super-Resolution With Coupled Tucker Approximation: Recoverability and SVD-Based Algorithms.
IEEE Trans. Signal Process., 2020

Alternating Group Lasso for Block-Term Tensor Decomposition and Application to ECG Source Separation.
IEEE Trans. Signal Process., 2020

Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2020

Using the proximal gradient and the accelerated proximal gradient as a canonical polyadic tensor decomposition algorithms in difficult situations.
Signal Process., 2020

Approximate Matrix and Tensor Diagonalization by Unitary Transformations: Convergence of Jacobi-Type Algorithms.
SIAM J. Optim., 2020

Hyperspectral Image Classification Based on Mathematical Morphology and Tensor Decomposition.
Math. Morphol. Theory Appl., 2020

Tensor methods for multisensor signal processing.
IET Signal Process., 2020

Gradient based block coordinate descent algorithms for joint approximate diagonalization of matrices.
CoRR, 2020

On the convergence of Jacobi-type algorithms for Independent Component Analysis.
Proceedings of the 11th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2020

On Cramér-Rao Lower Bounds with Random Equality Constraints.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019
Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis.
CoRR, 2019

Text Mining with Constrained Tensor Decomposition.
Proceedings of the Machine Learning, Optimization, and Data Science, 2019

Olfactive robot for gas discrimination over several months using a new optoelectronic nose.
Proceedings of the IEEE International Symposium on Olfaction and Electronic Nose, 2019

Classification of Hyperspectral Images as Tensors Using Nonnegative CP Decomposition.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2019

Hyperspectral Image Classification Using Tensor CP Decomposition.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Coupled Tensor Low-rank Multilinear Approximation for Hyperspectral Super-resolution.
Proceedings of the IEEE International Conference on Acoustics, 2019

Path-connectedness of tensor ranks.
Proceedings of the 27th European Signal Processing Conference, 2019

Performance Bounds for Coupled CP Model in the Framework of Hyperspectral Super-Resolution.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

2018
Globally Convergent Jacobi-Type Algorithms for Simultaneous Orthogonal Symmetric Tensor Diagonalization.
SIAM J. Matrix Anal. Appl., 2018

Non-Linear Source Separation Under the Langmuir Model for Chemical Sensors.
Proceedings of the 10th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2018

Some Issues in Computing the CP Decomposition of NonNegative Tensors.
Proceedings of the Latent Variable Analysis and Signal Separation, 2018

Coherence Constrained Alternating Least Squares.
Proceedings of the 26th European Signal Processing Conference, 2018

2017
Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis.
IEEE Trans. Signal Process., 2017

Wideband Multiple Diversity Tensor Array Processing.
IEEE Trans. Signal Process., 2017

A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals.
IEEE J. Biomed. Health Informatics, 2017

Tensor DoA Estimation With Directional Elements.
IEEE Signal Process. Lett., 2017

Information-Estimation Relationship in Mismatched Gaussian Channels.
IEEE Signal Process. Lett., 2017

A simultaneous sparse approximation method for multidimensional harmonic retrieval.
Signal Process., 2017

Multidimensional factorization through helical mapping.
Signal Process., 2017

Identifiability of an X-Rank Decomposition of Polynomial Maps.
SIAM J. Appl. Algebra Geom., 2017

SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity.
NeuroImage, 2017

On the minimal ranks of matrix pencils and the existence of a best approximate block-term tensor decomposition.
CoRR, 2017

High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation?
Proceedings of the Latent Variable Analysis and Signal Separation, 2017

Some Theory on Non-negative Tucker Decomposition.
Proceedings of the Latent Variable Analysis and Signal Separation, 2017

A novel non-iterative algorithm for low-multilinear-rank tensor approximation.
Proceedings of the 25th European Signal Processing Conference, 2017

2016
Exploring Multimodal Data Fusion Through Joint Decompositions with Flexible Couplings.
IEEE Trans. Signal Process., 2016

Uniqueness of Nonnegative Tensor Approximations.
IEEE Trans. Inf. Theory, 2016

Nonnegative Tensor CP Decomposition of Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2016

Approximation tensorielle sous contrainte d'existence. Application au traitement d'antennes.
Traitement du Signal, 2016

A Finite Algorithm to Compute Rank-1 Tensor Approximations.
IEEE Signal Process. Lett., 2016

Tensor decomposition exploiting diversity of propagation velocities: Application to localization of icequake events.
Signal Process., 2016

Semialgebraic Geometry of Nonnegative Tensor Rank.
SIAM J. Matrix Anal. Appl., 2016

Hankel Low-Rank Matrix Completion: Performance of the Nuclear Norm Relaxation.
IEEE J. Sel. Top. Signal Process., 2016

Tensor CP Decomposition With Structured Factor Matrices: Algorithms and Performance.
IEEE J. Sel. Top. Signal Process., 2016

X-rank and identifiability for a polynomial decomposition model.
CoRR, 2016

On the reduction of multivariate quadratic systems to best rank-1 approximation of three-way tensors.
Appl. Math. Lett., 2016

Nonnegative CP decomposition of multiangle hyperspectral data: A case study on CRISM observations of Martian ICY surface.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Performance bounds for coupled models.
Proceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2016

Rectified ALS algorithm for multidimensional harmonic retrieval.
Proceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2016

Wideband multilinear array processing through tensor decomposition.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Canonical polyadic decomposition of hyperspectral patch tensors.
Proceedings of the 24th European Signal Processing Conference, 2016

Optimal choice of Hankel-block-Hankel matrix shape in 2-D parameter estimation: The rank-one case.
Proceedings of the 24th European Signal Processing Conference, 2016

Joint tensor compression for coupled canonical polyadic decompositions.
Proceedings of the 24th European Signal Processing Conference, 2016

2015
Joint Source Estimation and Localization.
IEEE Trans. Signal Process., 2015

Brain-Source Imaging: From sparse to tensor models.
IEEE Signal Process. Mag., 2015

Fast Decomposition of Large Nonnegative Tensors.
IEEE Signal Process. Lett., 2015

Quasi-Hankel low-rank matrix completion: a convex relaxation.
CoRR, 2015

Rank-1 Tensor Approximation Methods and Application to Deflation.
CoRR, 2015

An iterative deflation algorithm for exact CP tensor decomposition.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Performance estimation for tensor CP decomposition with structured factors.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Joint Decompositions with Flexible Couplings.
Proceedings of the Latent Variable Analysis and Signal Separation, 2015

A Polynomial Formulation for Joint Decomposition of Symmetric Tensors of Different Orders.
Proceedings of the Latent Variable Analysis and Signal Separation, 2015

Multilinear spectral unmixing of hyperspectral multiangle images.
Proceedings of the 23rd European Signal Processing Conference, 2015

Statistical efficiency of structured CPD estimation applied to Wiener-Hammerstein modeling.
Proceedings of the 23rd European Signal Processing Conference, 2015

Canonical polyadic tensor decomposition in the presence of non Gaussian noise.
Proceedings of the 23rd European Signal Processing Conference, 2015

Multimodal approach to estimate the ocular movements during EEG recordings: A coupled tensor factorization method.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

2014
Blind Multilinear Identification.
IEEE Trans. Inf. Theory, 2014

Tensors : A brief introduction.
IEEE Signal Process. Mag., 2014

Blind source separation of underdetermined mixtures of event-related sources.
Signal Process., 2014

EEG extended source localization: Tensor-based vs. conventional methods.
NeuroImage, 2014

CP decomposition approach to blind separation for DS-CDMA system using a new performance index.
EURASIP J. Adv. Signal Process., 2014

Short: Blind Separation of the Multiarray Multisensor Systems Using the CP Decomposition.
Proceedings of the Networked Systems - Second International Conference, 2014

Data mining by nonnegative tensor approximation.
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

Deterministic blind identification in antenna array processing.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

Error Analysis of low-rank three-way tensor factorization approach to blind source separation.
Proceedings of the IEEE International Conference on Acoustics, 2014

A performance study of various brain source imaging approaches.
Proceedings of the IEEE International Conference on Acoustics, 2014

On almost sure identifiability of non multilinear tensor decomposition.
Proceedings of the 22nd European Signal Processing Conference, 2014

Fast, variation-based methods for the analysis of extended brain sources.
Proceedings of the 22nd European Signal Processing Conference, 2014

2013
General tensor decomposition, moment matrices and applications.
J. Symb. Comput., 2013

Clustering with a new distance measure based on a dual-rooted tree.
Inf. Sci., 2013

Separation of instantaneous mixtures of a particular set of dependent sources using classical ICA methods.
EURASIP J. Adv. Signal Process., 2013

Robust 3-way tensor decomposition and extended state Kalman filtering to extract fetal ECG.
Proceedings of the 21st European Signal Processing Conference, 2013

Performance index for tensor polyadic decompositions.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
CONFAC Decomposition Approach to Blind Identification of Underdetermined Mixtures Based on Generating Function Derivatives.
IEEE Trans. Signal Process., 2012

Graph based k-means clustering.
Signal Process., 2012

Multi-way space-time-wave-vector analysis for EEG source separation.
Signal Process., 2012

Canonical Polyadic Decomposition with a Columnwise Orthonormal Factor Matrix.
SIAM J. Matrix Anal. Appl., 2012

Nonnegative 3-way tensor factorization taking in to account possible missing data.
Proceedings of the 20th European Signal Processing Conference, 2012

Tensor-based preprocessing of combined EEG/MEG data.
Proceedings of the 20th European Signal Processing Conference, 2012

2011
Blind Identification of Underdetermined Mixtures Based on the Characteristic Function: The Complex Case.
IEEE Trans. Signal Process., 2011

Computing the polyadic decomposition of nonnegative third order tensors.
Signal Process., 2011

Multihomogeneous polynomial decomposition using moment matrices.
Proceedings of the Symbolic and Algebraic Computation, International Symposium, 2011

Nonnegative 3-way tensor factorization via conjugate gradient with globally optimal stepsize.
Proceedings of the IEEE International Conference on Acoustics, 2011

Computing the nonnegative 3-way tensor factorization using Tikhonov regularization.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
A contrast function for independent component analysis without permutation ambiguity.
IEEE Trans. Neural Networks, 2010

Robust independent component analysis by iterative maximization of the kurtosis contrast with algebraic optimal step size.
IEEE Trans. Neural Networks, 2010

Blind identification of MISO-FIR channels.
Signal Process., 2010

Multiarray Signal Processing: Tensor decomposition meets compressed sensing
CoRR, 2010

Decomposing tensors with structured matrix factors reduces to rank-1 approximations.
Proceedings of the IEEE International Conference on Acoustics, 2010

Semi-nonnegative Independent Component Analysis: The (3, 4)-SENICA<sup>exp</sup> Method.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010

Deterministic Blind Separation of Sources Having Different Symbol Rates Using Tensor-Based Parallel Deflation.
Proceedings of the Latent Variable Analysis and Signal Separation, 2010

Blind identification of underdetermined mixtures of complex sources based on the characteristic function.
Proceedings of the 18th European Signal Processing Conference, 2010

Clustering on manifolds with dual-rooted minimal spanning trees.
Proceedings of the 18th European Signal Processing Conference, 2010

Multiway space-time-wave-vector analysis for source localization and extraction.
Proceedings of the 18th European Signal Processing Conference, 2010

2009
Performance Limits of Alphabet Diversities for FIR SISO Channel Identification.
IEEE Trans. Signal Process., 2009

Blind paraunitary equalization.
Signal Process., 2009

Nonnegative approximations of nonnegative tensors
CoRR, 2009

Blind Order Detection and Parameter Estimation of MISO-FIR Channels.
Proceedings of the Independent Component Analysis and Signal Separation, 2009

PARAFAC2 Receivers for Orthogonal Space-Time Block Codes.
Proceedings of IEEE International Conference on Communications, 2009

Subtracting a best rank-1 approximation may increase tensor rank.
Proceedings of the 17th European Signal Processing Conference, 2009

Approximate tensor diagonalization by invertible transforms.
Proceedings of the 17th European Signal Processing Conference, 2009

Canonical decomposition of even order hermitian positive semi-definite arrays.
Proceedings of the 17th European Signal Processing Conference, 2009

Symmetric tensor decomposition.
Proceedings of the 17th European Signal Processing Conference, 2009

2008
Optimal Step-Size Constant Modulus Algorithm.
IEEE Trans. Commun., 2008

Ica: a potential tool for bci systems.
IEEE Signal Process. Mag., 2008

A Contrast for Independent Component Analysis With Priors on the Source Kurtosis Signs.
IEEE Signal Process. Lett., 2008

Enhanced Line Search: A Novel Method to Accelerate PARAFAC.
SIAM J. Matrix Anal. Appl., 2008

Special Issue on Tensor Decompositions and Applications.
SIAM J. Matrix Anal. Appl., 2008

Symmetric Tensors and Symmetric Tensor Rank.
SIAM J. Matrix Anal. Appl., 2008

Generic and typical ranks of three-way arrays.
Proceedings of the IEEE International Conference on Acoustics, 2008

Gradient based Approximate Joint Diagonalization by orthogonal transforms.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

Unsupervised clustering on multi-component datasets: Applications on images and astrophysics data.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007
Order Detection and Blind Identification of 2 × 1 MISO Channels.
Proceedings of the IEEE International Conference on Acoustics, 2007

Comparative Speed Analysis of FastICA.
Proceedings of the Independent Component Analysis and Signal Separation, 2007

Extraction of Atrial Activity from the ECG by Spectrally Constrained ICA Based on Kurtosis Sign.
Proceedings of the Independent Component Analysis and Signal Separation, 2007

Blind Separation of Instantaneous Mixtures of Dependent Sources.
Proceedings of the Independent Component Analysis and Signal Separation, 2007

2006
A zero-cumulant random variable and its applications.
Signal Process., 2006

Blind identification of under-determined mixtures based on the characteristic function.
Signal Process., 2006

Blind algebraic identification of communication channels: symbolic solution algorithms.
Appl. Algebra Eng. Commun. Comput., 2006

Alternating Least Squares Identification of Under-Determined Mixtures Based on the Characteristic Function.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Genericity And Rank Deficiency Of High Order Symmetric Tensors.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

How fast is FastICA?
Proceedings of the 14th European Signal Processing Conference, 2006

2005
Blind and semi-blind equalization based on the constant power criterion.
IEEE Trans. Signal Process., 2005

On the virtual array concept for higher order array processing.
IEEE Trans. Signal Process., 2005

ICAR: a tool for blind source separation using fourth-order statistics only.
IEEE Trans. Signal Process., 2005

Semi-blind constant modulus equalization with optimal step size.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Blind channel equalization with algebraic optimal step size.
Proceedings of the 13th European Signal Processing Conference, 2005

Enhanced Line Search: A novel method to accelerate Parafac.
Proceedings of the 13th European Signal Processing Conference, 2005

2004
Blind identification and source separation in 2×3 under-determined mixtures.
IEEE Trans. Signal Process., 2004

ICAR: independent component analysis using redundancies.
Proceedings of the 2004 International Symposium on Circuits and Systems, 2004

Blind equalizers based on polynomial criteria.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Blind identification of underdetermined mixtures based on the hexacovariance.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Blind Identification of Complex Under-Determined Mixtures.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2004

Alphabet Polynomial Fitting criteria for blind equalization.
Proceedings of the 2004 12th European Signal Processing Conference, 2004

A linear algebra approach to systems of polynomial equations with application to digital communications.
Proceedings of the 2004 12th European Signal Processing Conference, 2004

2003
Blind Separation of Independent Sources from Convolutive Mixtures.
IEICE Trans. Fundam. Electron. Commun. Comput. Sci., 2003

An algebraic approach to blind identification of communication channels.
Proceedings of the Seventh International Symposium on Signal Processing and Its Applications, 2003

Blind MIMO paraunitary equalizer.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
Analytical blind channel identification.
IEEE Trans. Signal Process., 2002

2001
Blind MIMO equalization and joint-diagonalization criteria.
Proceedings of the IEEE International Conference on Acoustics, 2001

2000
Comments on blind beamforming for multiple non-Gaussian signals and the constant-modulus algorithm.
IEEE Trans. Signal Process., 2000

Nonlinear channel identification and performance analysis.
Proceedings of the IEEE International Conference on Acoustics, 2000

ML estimation of SSR signals, identifiability, and Cramer-Rao Bounds.
Proceedings of the 10th European Signal Processing Conference, 2000

Analytical blind discrete source separation.
Proceedings of the 10th European Signal Processing Conference, 2000

1998
Estimation of time delays with fewer sensors than sources.
IEEE Trans. Signal Process., 1998

Blind separation of discrete sources.
IEEE Signal Process. Lett., 1998

Estimation of time delays between unknown colored signals.
Signal Process., 1998

Self calibration in presence of correlated discrete sources.
Proceedings of the 9th European Signal Processing Conference, 1998

Performance of blind discrete source separation.
Proceedings of the 9th European Signal Processing Conference, 1998

1997
Improved contrast dedicated to blind separation in communications.
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997

1996
Ultimate performance of QEM classifiers.
IEEE Trans. Neural Networks, 1996

Contrasts for multichannel blind deconvolution.
IEEE Signal Process. Lett., 1996

Decomposition of quantics in sums of powers of linear forms.
Signal Process., 1996

Time delay estimation in a multipath context.
Proceedings of the 8th European Signal Processing Conference, 1996

Array self calibration: Identifiability issues.
Proceedings of the 8th European Signal Processing Conference, 1996

1995
Supervised Classification With Variable Kernel Estimators.
Proceedings of the From Natural to Artificial Neural Computation, 1995

Invited paper: Supervised classification: a probabilistic approach.
Proceedings of the 3rd European Symposium on Artificial Neural Networks, 1995

1994
Independent component analysis, A new concept?
Signal Process., 1994

Estimation of performance bounds in supervised classification.
Proceedings of the 2nd European Symposium on Artificial Neural Networks, 1994

1993
Displacement Rank of Generalized Inverses of Persymmetric Matrices.
SIAM J. Matrix Anal. Appl., July, 1993

Neural Bayesian Classifier.
Proceedings of the New Trends in Neural Computation, 1993

1992
MA identification using fourth order cumulants.
Signal Process., 1992

Displacement rank of pseudo-inverses.
Proceedings of the 1992 IEEE International Conference on Acoustics, 1992

1991
Blind separation of sources, part II: Problems statement.
Signal Process., 1991

1990
Estimating the order of a FIR filter for noise cancellation.
IEEE Trans. Inf. Theory, 1990

Tracking a few extreme singular values and vectors in signal processing.
Proc. IEEE, 1990

Systolic implementation of the adaptive solution to normal equations.
Comput. Vis. Graph. Image Process., 1990

1989
An error bound for a noise canceller.
IEEE Trans. Acoust. Speech Signal Process., 1989

Comments, with reply, on 'A real-time high-resolution technique for angle-of-arrival estimation' by J.P. Reilly.
Proc. IEEE, 1989

Statistical approach to the Jutten-Hérault algorithm.
Proceedings of the Neurocomputing - Algorithms, Architectures and Applications, Proceedings of the NATO Advanced Research Workshop on Neurocomputing Algorithms, Architectures and Applications, Les Arcs, France, February 27, 1989

1987
A systolic array for computing B A<sup>-1</sup>.
IEEE Trans. Acoust. Speech Signal Process., 1987

1986
Noise reduction for an estimated Wiener filter using noise references.
IEEE Trans. Inf. Theory, 1986

A robust adaptive filter for noise reduction problems.
Proceedings of the IEEE International Conference on Acoustics, 1986


  Loading...