Higher order blind separation of non zero-mean cyclostationary sources. - Anne Ferréol; Pascal Chevalier 001; Laurent Albera (EUSIPCO, 2002)

On the behavior of current second order blind source separation methods for first and second order cyclostationary sources-application to CPFSK sources. - Pascal Chevalier 001; Anne Ferréol; Laurent Albera (ICASSP, 2002)

Blind identification of underdetermined mixtures based on the hexacovariance. - Laurent Albera; Pierre Comon; Pascal Chevalier 001; Anne Ferréol (ICASSP (2), 2004)

Comparative performance analysis of eight blind source separation methods on radiocommunications signals. - Pascal Chevalier 001; Laurent Albera; Pierre Comon; Anne Ferréol (IJCNN, 2004)

ICAR: independent component analysis using redundancies. - Laurent Albera; Anne Ferréol; Pascal Chevalier 001; Pierre Comon (ISCAS (5), 2004)

Second-order blind separation of first- and second-order cyclostationary sources-application to AM, FSK, CPFSK, and deterministic sources. - Anne Ferréol; Pascal Chevalier 001; Laurent Albera (IEEE Trans. Signal Process., 2004)

ICAR: a tool for blind source separation using fourth-order statistics only. - Laurent Albera; Anne Ferréol; Pascal Chevalier 001; Pierre Comon (IEEE Trans. Signal Process., 2005)

On the virtual array concept for higher order array processing. - Pascal Chevalier 001; Laurent Albera; Anne Ferréol; Pierre Comon (IEEE Trans. Signal Process., 2005)

Fourth-order blind identification of underdetermined mixtures of sources (FOBIUM). - Anne Ferréol; Laurent Albera; Pascal Chevalier 001 (IEEE Trans. Signal Process., 2005)

Fourth Order Approaches for Localization of Brain Current Sources. - Laurent Albera; Anne Ferréol; Delphine Cosandier-Rimélé; Isabelle Merlet; Fabrice Wendling (EMBC, 2006)

The PEP Approach: A New Family of Methods Solving the Phase Estimation Problem. - Amar Kachenoura; Laurent Albera; Lotfi Senhadji (ICASSP (3), 2006)

High-Resolution Direction Finding From Higher Order Statistics: The 2q-MUSIC Algorithm. - Pascal Chevalier 001; Anne Ferréol; Laurent Albera (IEEE Trans. Signal Process., 2006)

Higher order direction finding with polarization diversity: THE PD-2q-music algorithms. - Pascal Chevalier 001; Anne Ferréol; Laurent Albera; Gwénaël Birot (EUSIPCO, 2007)

Doa Estimation Based on an Even Order Deflation Scheme. - Gwénaël Birot; Laurent Albera; Anne Ferréol; Pascal Chevalier 001 (DSP, 2007)

Higher Order Direction Finding From Arrays With Diversely Polarized Antennas: The PD-2q-MUSIC Algorithms. - Pascal Chevalier 001; Anne Ferréol; Laurent Albera; Gwénaël Birot (IEEE Trans. Signal Process., 2007)

Ica: a potential tool for bci systems. - Amar Kachenoura; Laurent Albera; Lotfi Senhadji; Pierre Comon (IEEE Signal Process. Mag., 2008)

Brain Source Localization Using a Fourth-Order Deflation Scheme. - Laurent Albera; Anne Ferréol; Delphine Cosandier-Rimélé; Isabelle Merlet; Fabrice Wendling (IEEE Trans. Biomed. Eng., 2008)

Nonminimum Phase Identification Based on Higher Order Spectrum Slices. - Amar Kachenoura; Laurent Albera; Jean-Jacques Bellanger; Lotfi Senhadji (IEEE Trans. Signal Process., 2008)

Canonical decomposition of even order hermitian positive semi-definite arrays. - Ahmad Karfoul; Laurent Albera; Pierre Comon (EUSIPCO, 2009)

Multiway space-time-wave-vector analysis for source localization and extraction. - Hanna Becker; Pierre Comon; Laurent Albera; Martin Haardt; Isabelle Merlet (EUSIPCO, 2010)

Semi-nonnegative Independent Component Analysis: The (3, 4)-SENICAexp Method. - Julie Coloigner; Laurent Albera; Ahmad Karfoul; Amar Kachenoura; Pierre Comon; Lotfi Senhadji (LVA/ICA, 2010)

Joint Eigenvalue Decomposition Using Polar Matrix Factorization. - Xavier Luciani; Laurent Albera (LVA/ICA, 2010)

Edgeworth-based approximation of Mutual Information for medical image registration. - Mathieu Rubeaux; Jean-Claude Nunes; Laurent Albera; Mireille Garreau (IPTA, 2010)

3A-EMD: A generalized approach for monovariate and multivariate EMD. - Julien Fleureau; Amar Kachenoura; Jean Claude Nunes; Laurent Albera; Lotfi Senhadji (ISSPA, 2010)

Sequential high-resolution direction finding from higher order statistics. - Gwénaël Birot; Laurent Albera; Pascal Chevalier 001 (IEEE Trans. Signal Process., 2010)

Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants. - Ahmad Karfoul; Laurent Albera; Gwénaël Birot (IEEE Trans. Signal Process., 2010)

Canonical decomposition of semi-symmetric semi-nonnegative three-way arrays. - Julie Coloigner; Laurent Albera; Amar Kachenoura; Lotfi Senhadji (ACSCC, 2011)

Semi-algebraic canonical decomposition of multi-way arrays and Joint Eigenvalue Decomposition. - Xavier Luciani; Laurent Albera (ICASSP, 2011)

Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach. - Gwénaël Birot; Laurent Albera; Fabrice Wendling; Isabelle Merlet (NeuroImage, 2011)

Multivariate empirical mode decomposition and application to multichannel filtering. - Julien Fleureau; Amar Kachenoura; Laurent Albera; Jean Claude Nunes; Lotfi Senhadji (Signal Process., 2011)

Iterative methods for the canonical decomposition of multi-way arrays: Application to blind underdetermined mixture identification. - Ahmad Karfoul; Laurent Albera; Lieven De Lathauwer (Signal Process., 2011)

Turning Tangent Empirical Mode Decomposition: A Framework for Mono- and Multivariate Signals. - Julien Fleureau; Jean Claude Nunes; Amar Kachenoura; Laurent Albera; Lotfi Senhadji (IEEE Trans. Signal Process., 2011)

Tensor-based preprocessing of combined EEG/MEG data. - Hanna Becker; Pierre Comon; Laurent Albera (EUSIPCO, 2012)

Noise cancelation of epileptic interictal EEG data based on generalized eigenvalue decomposition. - Sepideh Hajipour Sardouie; Mohammad Bagher Shamsollahi; Laurent Albera; Isabelle Merlet (TSP, 2012)

Removal of muscle artifact from EEG data: comparison between stochastic (ICA and CCA) and deterministic (EMD and wavelet-based) approaches. - Doha Safieddine; Amar Kachenoura; Laurent Albera; Gwénaël Birot; Ahmad Karfoul; Anca Pasnicu; Arnaud Biraben; Fabrice Wendling; Lotfi Senhadji; Isabelle Merlet (EURASIP J. Adv. Signal Process., 2012)

Multi-way space-time-wave-vector analysis for EEG source separation. - Hanna Becker; Pierre Comon; Laurent Albera; Martin Haardt; Isabelle Merlet (Signal Process., 2012)

A new Jacobi-like nonnegative joint diagonalization by congruence. - Lu Wang 012; Laurent Albera; Huazhong Shu; Lotfi Senhadji (EUSIPCO, 2013)

Canonical Polyadic decomposition of complex-valued multi-way arrays based on Simultaneous Schur Decomposition. - Sepideh Hajipour Sardouie; Laurent Albera; Mohammad Bagher Shamsollahi; Isabelle Merlet (ICASSP, 2013)

Nonnegative Joint Diagonalization by Congruence Based on LU Matrix Factorization. - Lu Wang 012; Laurent Albera; Amar Kachenoura; Huazhong Shu; Lotfi Senhadji (IEEE Signal Process. Lett., 2013)

Fast, variation-based methods for the analysis of extended brain sources. - Hanna Becker; Laurent Albera; Pierre Comon; Rémi Gribonval; Isabelle Merlet (EUSIPCO, 2014)

A performance study of various brain source imaging approaches. - Hanna Becker; Laurent Albera; Pierre Comon; Rémi Gribonval; Fabrice Wendling; Isabelle Merlet (ICASSP, 2014)

CP decomposition of semi-nonnegative semi-symmetric tensors based on QR matrix factorization. - Lu Wang 012; Laurent Albera; Amar Kachenoura; Huazhong Shu; Lotfi Senhadji (SAM, 2014)

Nonnegative compression for Semi-Nonnegative Independent Component Analysis. - Lu Wang 012; Amar Kachenoura; Laurent Albera; Ahmad Karfoul; Huazhong Shu; Lotfi Senhadji (SAM, 2014)

Brain source localization using a physics-driven structured cosparse representation of EEG signals. - Laurent Albera; Srdan Kitic; Nancy Bertin; Gilles Puy; Rémi Gribonval (MLSP, 2014)

Canonical polyadic decomposition of 3rd order semi-nonnegative semi-symmetric tensors using LU and QR matrix factorizations. - Lu Wang 012; Laurent Albera; Amar Kachenoura; Huazhong Shu; Lotfi Senhadji (EURASIP J. Adv. Signal Process., 2014)

EEG extended source localization: Tensor-based vs. conventional methods. - Hanna Becker; Laurent Albera; Pierre Comon; Martin Haardt; Gwénaël Birot; Fabrice Wendling; Martine Gavaret; Christian G. Bénar; Isabelle Merlet (NeuroImage, 2014)

Semi-nonnegative joint diagonalization by congruence and semi-nonnegative ICA. - Julie Coloigner; Laurent Albera; Amar Kachenoura; Fanny Noury; Lotfi Senhadji (Signal Process., 2014)

Tensor decomposition exploiting structural constraints for brain source imaging. - Hanna Becker; Ahmad Karfoul; Laurent Albera; Rémi Gribonval; Julien Fleureau; Philippe Guillotel; Amar Kachenoura; Lotfi Senhadji; Isabelle Merlet (CAMSAP, 2015)

An Alternating Direction Method of Multipliers for constrained joint diagonalization by congruence. - Lu Wang 012; Laurent Albera; Lotfi Senhadji; Jean-Christophe Pesquet (CAMSAP, 2015)

Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data. - Laurent Albera; Hanna Becker; Ahmad Karfoul; Rémi Gribonval; Amar Kachenoura; Siouar Bensaid; Lotfi Senhadji; Alfredo I. Hernández 001; Isabelle Merlet (EMBC, 2015)

A new parameter computed with independent component analysis to predict rectal toxicity following prostate cancer radiotherapy. - Aureline Fargeas; Juan David Ospina Arango; Amar Kachenoura; Nathalie Costet; Laurent Albera; Caroline Lafond; Oscar Acosta; Renaud de Crevoisier (EMBC, 2015)

Feasibility of blind source separation methods for the denoising of dense-array EEG. - Nasrin Taheri; Amar Kachenoura; Karim Ansari-Asl; Ahmad Karfoul; Lotfi Senhadji; Laurent Albera; Isabelle Merlet (EMBC, 2015)

An Efficient Jacobi-Like Deflationary ICA Algorithm: Application to EEG Denoising. - Sepideh Hajipour Sardouie; Laurent Albera; Mohammad Bagher Shamsollahi; Isabelle Merlet (IEEE Signal Process. Lett., 2015)

Brain-Source Imaging: From sparse to tensor models. - Hanna Becker; Laurent Albera; Pierre Comon; Rémi Gribonval; Fabrice Wendling; Isabelle Merlet (IEEE Signal Process. Mag., 2015)

A Novel Classification Method for Prediction of Rectal Bleeding in Prostate Cancer Radiotherapy Based on a Semi-Nonnegative ICA of 3D Planned Dose Distributions. - Julie Coloigner; Aureline Fargeas; Amar Kachenoura; Lu Wang 012; Gaël Dréan; Caroline Lafond; Lotfi Senhadji; Renaud de Crevoisier; Oscar Acosta; Laurent Albera (IEEE J. Biomed. Health Informatics, 2015)

Denoising of Ictal EEG Data Using Semi-Blind Source Separation Methods Based on Time-Frequency Priors. - Sepideh Hajipour Sardouie; Mohammad Bagher Shamsollahi; Laurent Albera; Isabelle Merlet (IEEE J. Biomed. Health Informatics, 2015)

Joint Eigenvalue Decomposition of Non-Defective Matrices Based on the LU Factorization With Application to ICA. - Xavier Luciani; Laurent Albera (IEEE Trans. Signal Process., 2015)

Low cost and efficient kurtosis-based deflationary ICA method: Application to MRS sources separation problem. - Majd Saleh; Ahmad Karfoul; Amar Kachenoura; Lotfi Senhadji; Laurent Albera (EMBC, 2016)

On JEVD of semi-definite positive matrices and CPD of nonnegative tensors. - Rémi Andre; Laurent Albera; Xavier Luciani; Eric Moreau (SAM, 2016)

Proximal gradient-based step for brain distributed epileptic source imaging after tensor decomposition preprocessing. - Majd Saleh; Ahmad Karfoul; Laurent Albera; Amar Kachenoura; Hanna Becker; Isabelle Merlet (MLSP, 2016)

Complex patterns of spatially extended generators of epileptic activity: Comparison of source localization methods cMEM and 4-ExSo-MUSIC on high resolution EEG and MEG data. - R. A. Chowdhury; Isabelle Merlet; Gwénaël Birot; Eliane Kobayashi; Anca Nica; Arnaud Biraben; Fabrice Wendling; Jean-Marc Lina; Laurent Albera; Christophe Grova (NeuroImage, 2016)

Physics-Driven Inverse Problems Made Tractable With Cosparse Regularization. - Srdan Kitic; Laurent Albera; Nancy Bertin; Rémi Gribonval (IEEE Trans. Signal Process., 2016)

Block term decomposition with rank estimation using group sparsity. - Xu Han; Laurent Albera; Amar Kachenoura; Huazhong Shu; Lotfi Senhadji (CAMSAP, 2017)

A fast model for solving the ECG forward problem based on an evolutionary algorithm. - Karim El Houari; Amar Kachenoura; Laurent Albera; Siouar Bensaid; Ahmad Karfoul; Christelle Boichon-Grivot; Michel Rochette; Alfredo Hernández 001 (CAMSAP, 2017)

Reliable gradient search directions for kurtosis-based deflationary ICA: Application to physiological signal processing. - Majd Saleh; Ahmad Karfoul; Amar Kachenoura; Lotfi Senhadji; Laurent Albera (EMBC, 2017)

Low rank canonical polyadic decomposition of tensors based on group sparsity. - Xu Han; Laurent Albera; Amar Kachenoura; Lotfi Senhadji; Huazhong Shu (EUSIPCO, 2017)

SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity. - Hanna Becker; Laurent Albera; Pierre Comon; Jean-Claude Nunes; Rémi Gribonval; Julien Fleureau; Philippe Guillotel; Isabelle Merlet (NeuroImage, 2017)

Efficient Stepsize Selection Strategy for Givens Parametrized ICA Applied to EEG Denoising. - Majd Saleh; Ahmad Karfoul; Amar Kachenoura; Isabelle Merlet; Laurent Albera (IEEE Signal Process. Lett., 2017)

A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals. - Hanna Becker; Laurent Albera; Pierre Comon; Amar Kachenoura; Isabelle Merlet (IEEE J. Biomed. Health Informatics, 2017)

Independent Component Analysis Based on Non-polynomial Approximation of Negentropy: Application to MRS Source Separation. - Majd Saleh; Ahmad Karfoul; Amar Kachenoura; Laurent Albera; Lotfi Senhadji (ACSSC, 2018)

Brain Source Localization using Constrained Low Rank Canonical Polyadic Decomposition. - Nasrin Taheri; Xu Han; Ahmad Karfoul; Karim Ansari-Asl; Isabelle Merlet; Lotfi Senhadji; Laurent Albera; Amar Kachenoura (ACSSC, 2018)

Robust Multilinear Decomposition of Low Rank Tensors. - Xu Han; Laurent Albera; Amar Kachenoura; Huazhong Shu; Lotfi Senhadji (LVA/ICA, 2018)

Investigating Transmembrane Current Source Formulation for Solving the ECG Inverse Problem. - Karim El Houari; Amar Kachenoura; Paul Bcrrautc; Siouar Bensaid; Ahmad Karfoul; Christelle Boichon-Grivot; Alfredo Hernández 001; Laurent Albera; Michel Rochette (SAM, 2018)

Rank estimation and tensor decomposition using physics-driven constraints for brain source localization. - Nasrin Taheri; Amar Kachenoura; Ahmad Karfoul; Xu Han; Karim Ansari-Asl; Isabelle Merlet; Lotfi Senhadji; Laurent Albera (EUSIPCO, 2019)

Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources. - Hanna Becker; Julien Fleureau; Philippe Guillotel; Fabrice Wendling; Isabelle Merlet; Laurent Albera (IEEE Trans. Affect. Comput., 2020)

How Beamforming Can Solve The Brain Source Imaging Problem? - Paul Berraute; Laurent Albera; Michel Rochette; Isabelle Merlet; Amar Kachenoura (SSP, 2021)

Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion. - Zuyi Yu; Laurent Albera; Régine Le Bouquin Jeannes; Amar Kachenoura; Ahmad Karfoul; Chunfeng Yang; Huazhong Shu (Int. J. Neural Syst., 2022)

Parallelization scheme for canonical polyadic decomposition of large-scale high-order tensors. - Abdelhak Boudehane; Laurent Albera; Arthur Tenenhaus; Laurent Le Brusquet; Rémy Boyer (Signal Process., 2022)

A Unified Approach for Inverse Problem in EEG and Brain Connectivity with Application to Epilepsy. A Proof of Concept Study. - Ahmad Karfoul; Amar Kachenoura; Laurent Albera (EUSIPCO, 2023)

A reduced complexity ECG imaging model for regularized inversion optimization. - Maureen Manche; Karim El Houari; Amar Kachenoura; Laurent Albera; Michel Rochette; Alfredo Hernández 001; Saïd Moussaoui (Comput. Biol. Medicine, 2023)

Joint Order and Coefficient Estimation for MVAR Models Using Group Sparsity. - Zheng Fang; Laurent Albera; Amar Kachenoura; Jean-François Houvenaghel; Joan Duprez; Huazhong Shu; Yan Kang; Régine Le Bouquin-Jeannès (EUSIPCO, 2024)

SOS-MUSIC, a Subspace Approach for EEG Source Imaging Promoting Sparsity of Active Sources. - Carla Joud; Laurent Albera; Isabelle Merlet; Julie Coloigner (EUSIPCO, 2024)

Denoising Cardiac Acceleration Signals Using an Optimal Graph-Based Strategy. - Salman Almuhammad Alali; Amar Kachenoura; Lotfi Senhadji; Alfredo I. Hernández 001; Cindy Michel; Laurent Albera; Ahmad Karfoul (HealthCom, 2024)

An Efficient Strategy for the Denoising of Heart Vibration Signals Acquired from an Implantable Device. - Salman Almuhammad Alali; Amar Kachenoura; Lotfi Senhadji; Alfredo I. Hernández 001; Cindy Michel; Laurent Albera; Ahmad Karfoul (IS, 2024)

High-Dimensional MVAR Model Identification Based on Structured Sparsity Penalization. - Zheng Fang; Laurent Albera; Amar Kachenoura; Huazhong Shu; Yan Kang; Régine Le Bouquin-Jeannès (IEEE Signal Process. Lett., 2024)

Electrophysiological brain imaging based on simulation-driven deep learning in the context of epilepsy. - Zuyi Yu; Amar Kachenoura; Régine Le Bouquin-Jeannès; Huazhong Shu; Paul Berraute; Anca Nica; Isabelle Merlet; Laurent Albera; Ahmad Karfoul (NeuroImage, 2024)

Optimized CNN-based denoising strategy for enhancing longitudinal monitoring of heart failure. - Salman Almuhammad Alali; Amar Kachenoura; Laurent Albera; Alfredo I. Hernández 001; Cindy Michel; Lotfi Senhadji; Ahmad Karfoul (Comput. Biol. Medicine, 2025)

Robust graph-based denoising for cardiac acceleration signals. - Salman Almuhammad Alali; Amar Kachenoura; Lotfi Senhadji; Alfredo Hernández 001; Cindy Michel; Laurent Albera; Ahmad Karfoul (Comput. Biol. Medicine, 2025)

Prompt-driven graph distillation: Enabling single-layer MLPs to outperform Deep Graph Neural Networks in graph-based tasks. - Shihan Guan; Laurent Albera; Lei Song; Yueying Li; Youyong Kong; Huazhong Shu; Régine Le Bouquin-Jeannès (Neurocomputing, 2025)