Laurent Albera

92 papers B 1C 1Misc 6Journal 40Unranked 44
YearRankTypeTitle / Venue / Authors
2025 — conf
Combining EEG and MRI in a Multimodal Approach for Parkinson's Disease Detection.
IPTA
Annaëlle Jacob, Johanne Bézy-Wendling, Zheng Fang, Fanny Noury, Amar Kachenoura, Laurent Albera, Paul Sauleau, Régine Le Bouquin-Jeannès
2025 — conf
Does Effective Heart Sound Segmentation Necessarily Require Deep Learning?
EUSIPCO
Salman Almuhammad Alali, Amar Kachenoura, Lotfi Senhadji, Alfredo I. Hernández, Laurent Albera, Ahmad Karfoul
2025 J jnl
Optimized CNN-based denoising strategy for enhancing longitudinal monitoring of heart failure.
Comput. Biol. Medicine
Salman Almuhammad Alali, Amar Kachenoura, Laurent Albera, Alfredo I. Hernández, Cindy Michel, Lotfi Senhadji, Ahmad Karfoul
2025 J jnl
Prompt-driven graph distillation: Enabling single-layer MLPs to outperform Deep Graph Neural Networks in graph-based tasks.
Neurocomputing
Shihan Guan, Laurent Albera, Lei Song, Yueying Li, Youyong Kong, Huazhong Shu, Régine Le Bouquin-Jeannès
2025 J jnl
Robust graph-based denoising for cardiac acceleration signals.
Comput. Biol. Medicine
Salman Almuhammad Alali, Amar Kachenoura, Lotfi Senhadji, Alfredo Hernández, Cindy Michel, Laurent Albera, Ahmad Karfoul
2024 — conf
An Efficient Strategy for the Denoising of Heart Vibration Signals Acquired from an Implantable Device.
IS
Salman Almuhammad Alali, Amar Kachenoura, Lotfi Senhadji, Alfredo I. Hernández, Cindy Michel, Laurent Albera, Ahmad Karfoul
2024 C conf
Denoising Cardiac Acceleration Signals Using an Optimal Graph-Based Strategy.
HealthCom
Salman Almuhammad Alali, Amar Kachenoura, Lotfi Senhadji, Alfredo I. Hernández, Cindy Michel, Laurent Albera, Ahmad Karfoul
2024 J jnl
Electrophysiological brain imaging based on simulation-driven deep learning in the context of epilepsy.
NeuroImage
Zuyi Yu, Amar Kachenoura, Régine Le Bouquin-Jeannès, Huazhong Shu, Paul Berraute, Anca Nica, Isabelle Merlet, Laurent Albera, Ahmad Karfoul
2024 J jnl
High-Dimensional MVAR Model Identification Based on Structured Sparsity Penalization.
IEEE Signal Process. Lett.
Zheng Fang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Yan Kang, Régine Le Bouquin-Jeannès
2024 — conf
Joint Order and Coefficient Estimation for MVAR Models Using Group Sparsity.
EUSIPCO
Zheng Fang, Laurent Albera, Amar Kachenoura, Jean-François Houvenaghel, Joan Duprez, Huazhong Shu, Yan Kang, Régine Le Bouquin-Jeannès
2024 — conf
SOS-MUSIC, a Subspace Approach for EEG Source Imaging Promoting Sparsity of Active Sources.
EUSIPCO
Carla Joud, Laurent Albera, Isabelle Merlet, Julie Coloigner
2023 — conf
A Unified Approach for Inverse Problem in EEG and Brain Connectivity with Application to Epilepsy. A Proof of Concept Study.
EUSIPCO
Ahmad Karfoul, Amar Kachenoura, Laurent Albera
2023 J jnl
A reduced complexity ECG imaging model for regularized inversion optimization.
Comput. Biol. Medicine
Maureen Manche, Karim El Houari, Amar Kachenoura, Laurent Albera, Michel Rochette, Alfredo Hernández, Saïd Moussaoui
2022 J jnl
Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion.
Int. J. Neural Syst.
Zuyi Yu, Laurent Albera, Régine Le Bouquin Jeannes, Amar Kachenoura, Ahmad Karfoul, Chunfeng Yang, Huazhong Shu
2022 J jnl
Parallelization scheme for canonical polyadic decomposition of large-scale high-order tensors.
Signal Process.
Abdelhak Boudehane, Laurent Albera, Arthur Tenenhaus, Laurent Le Brusquet, Rémy Boyer
2021 — conf
How Beamforming Can Solve The Brain Source Imaging Problem?
SSP
Paul Berraute, Laurent Albera, Michel Rochette, Isabelle Merlet, Amar Kachenoura
2020 J jnl
Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources.
IEEE Trans. Affect. Comput.
Hanna Becker, Julien Fleureau, Philippe Guillotel, Fabrice Wendling, Isabelle Merlet, Laurent Albera
2019 — conf
Rank estimation and tensor decomposition using physics-driven constraints for brain source localization.
EUSIPCO
Nasrin Taheri, Amar Kachenoura, Ahmad Karfoul, Xu Han, Karim Ansari-Asl, Isabelle Merlet, Lotfi Senhadji, Laurent Albera
2018 Misc conf
Brain Source Localization using Constrained Low Rank Canonical Polyadic Decomposition.
ACSSC
Nasrin Taheri, Xu Han, Ahmad Karfoul, Karim Ansari-Asl, Isabelle Merlet, Lotfi Senhadji, Laurent Albera, Amar Kachenoura
2018 Misc conf
Independent Component Analysis Based on Non-polynomial Approximation of Negentropy: Application to MRS Source Separation.
ACSSC
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Laurent Albera, Lotfi Senhadji
2018 — conf
Investigating Transmembrane Current Source Formulation for Solving the ECG Inverse Problem.
SAM
Karim El Houari, Amar Kachenoura, Paul Bcrrautc, Siouar Bensaid, Ahmad Karfoul, Christelle Boichon-Grivot, Alfredo Hernández, Laurent Albera, Michel Rochette
2018 — conf
Robust Multilinear Decomposition of Low Rank Tensors.
LVA/ICA
Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
2017 J jnl
A Penalized Semialgebraic Deflation ICA Algorithm for the Efficient Extraction of Interictal Epileptic Signals.
IEEE J. Biomed. Health Informatics
Hanna Becker, Laurent Albera, Pierre Comon, Amar Kachenoura, Isabelle Merlet
2017 — conf
A fast model for solving the ECG forward problem based on an evolutionary algorithm.
CAMSAP
Karim El Houari, Amar Kachenoura, Laurent Albera, Siouar Bensaid, Ahmad Karfoul, Christelle Boichon-Grivot, Michel Rochette, Alfredo Hernández
2017 — conf
Block term decomposition with rank estimation using group sparsity.
CAMSAP
Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
2017 J jnl
Efficient Stepsize Selection Strategy for Givens Parametrized ICA Applied to EEG Denoising.
IEEE Signal Process. Lett.
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Isabelle Merlet, Laurent Albera
2017 — conf
Low rank canonical polyadic decomposition of tensors based on group sparsity.
EUSIPCO
Xu Han, Laurent Albera, Amar Kachenoura, Lotfi Senhadji, Huazhong Shu
2017 — conf
Reliable gradient search directions for kurtosis-based deflationary ICA: Application to physiological signal processing.
EMBC
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Lotfi Senhadji, Laurent Albera
2017 J jnl
SISSY: An efficient and automatic algorithm for the analysis of EEG sources based on structured sparsity.
NeuroImage
Hanna Becker, Laurent Albera, Pierre Comon, Jean-Claude Nunes, Rémi Gribonval, Julien Fleureau, Philippe Guillotel, Isabelle Merlet
2016 J jnl
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.
NeuroImage
R. A. Chowdhury, Isabelle Merlet, Gwénaël Birot, Eliane Kobayashi, Anca Nica, Arnaud Biraben, Fabrice Wendling, Jean-Marc Lina, Laurent Albera, Christophe Grova
2016 — conf
Low cost and efficient kurtosis-based deflationary ICA method: Application to MRS sources separation problem.
EMBC
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Lotfi Senhadji, Laurent Albera
2016 — conf
On JEVD of semi-definite positive matrices and CPD of nonnegative tensors.
SAM
Rémi Andre, Laurent Albera, Xavier Luciani, Eric Moreau
2016 J jnl
Physics-Driven Inverse Problems Made Tractable With Cosparse Regularization.
IEEE Trans. Signal Process.
Srdan Kitic, Laurent Albera, Nancy Bertin, Rémi Gribonval
2016 — conf
Proximal gradient-based step for brain distributed epileptic source imaging after tensor decomposition preprocessing.
MLSP
Majd Saleh, Ahmad Karfoul, Laurent Albera, Amar Kachenoura, Hanna Becker, Isabelle Merlet
2015 J jnl
A Novel Classification Method for Prediction of Rectal Bleeding in Prostate Cancer Radiotherapy Based on a Semi-Nonnegative ICA of 3D Planned Dose Distributions.
IEEE J. Biomed. Health Informatics
Julie Coloigner, Aureline Fargeas, Amar Kachenoura, Lu Wang, Gaël Dréan, Caroline Lafond, Lotfi Senhadji, Renaud de Crevoisier, Oscar Acosta, Laurent Albera
2015 — conf
A new parameter computed with independent component analysis to predict rectal toxicity following prostate cancer radiotherapy.
EMBC
Aureline Fargeas, Juan David Ospina Arango, Amar Kachenoura, Nathalie Costet, Laurent Albera, Caroline Lafond, Oscar Acosta, Renaud de Crevoisier
2015 — conf
An Alternating Direction Method of Multipliers for constrained joint diagonalization by congruence.
CAMSAP
Lu Wang, Laurent Albera, Lotfi Senhadji, Jean-Christophe Pesquet
2015 J jnl
An Efficient Jacobi-Like Deflationary ICA Algorithm: Application to EEG Denoising.
IEEE Signal Process. Lett.
Sepideh Hajipour Sardouie, Laurent Albera, Mohammad Bagher Shamsollahi, Isabelle Merlet
2015 J jnl
Brain-Source Imaging: From sparse to tensor models.
IEEE Signal Process. Mag.
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet
2015 J jnl
Denoising of Ictal EEG Data Using Semi-Blind Source Separation Methods Based on Time-Frequency Priors.
IEEE J. Biomed. Health Informatics
Sepideh Hajipour Sardouie, Mohammad Bagher Shamsollahi, Laurent Albera, Isabelle Merlet
2015 — conf
Feasibility of blind source separation methods for the denoising of dense-array EEG.
EMBC
Nasrin Taheri, Amar Kachenoura, Karim Ansari-Asl, Ahmad Karfoul, Lotfi Senhadji, Laurent Albera, Isabelle Merlet
2015 J jnl
Joint Eigenvalue Decomposition of Non-Defective Matrices Based on the LU Factorization With Application to ICA.
IEEE Trans. Signal Process.
Xavier Luciani, Laurent Albera
2015 — conf
Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data.
EMBC
Laurent Albera, Hanna Becker, Ahmad Karfoul, Rémi Gribonval, Amar Kachenoura, Siouar Bensaid, Lotfi Senhadji, Alfredo I. Hernández, Isabelle Merlet
2015 — conf
Tensor decomposition exploiting structural constraints for brain source imaging.
CAMSAP
Hanna Becker, Ahmad Karfoul, Laurent Albera, Rémi Gribonval, Julien Fleureau, Philippe Guillotel, Amar Kachenoura, Lotfi Senhadji, Isabelle Merlet
2014 Misc conf
A performance study of various brain source imaging approaches.
ICASSP
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet
2014 — conf
Brain source localization using a physics-driven structured cosparse representation of EEG signals.
MLSP
Laurent Albera, Srdan Kitic, Nancy Bertin, Gilles Puy, Rémi Gribonval
2014 — conf
CP decomposition of semi-nonnegative semi-symmetric tensors based on QR matrix factorization.
SAM
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
2014 J jnl
Canonical polyadic decomposition of 3rd order semi-nonnegative semi-symmetric tensors using LU and QR matrix factorizations.
EURASIP J. Adv. Signal Process.
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
2014 J jnl
EEG extended source localization: Tensor-based vs. conventional methods.
NeuroImage
Hanna Becker, Laurent Albera, Pierre Comon, Martin Haardt, Gwénaël Birot, Fabrice Wendling, Martine Gavaret, Christian G. Bénar, Isabelle Merlet
2014 — conf
Fast, variation-based methods for the analysis of extended brain sources.
EUSIPCO
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Isabelle Merlet
2014 — conf
Nonnegative compression for Semi-Nonnegative Independent Component Analysis.
SAM
Lu Wang, Amar Kachenoura, Laurent Albera, Ahmad Karfoul, Huazhong Shu, Lotfi Senhadji
2014 J jnl
Semi-nonnegative joint diagonalization by congruence and semi-nonnegative ICA.
Signal Process.
Julie Coloigner, Laurent Albera, Amar Kachenoura, Fanny Noury, Lotfi Senhadji
2013 — conf
A new Jacobi-like nonnegative joint diagonalization by congruence.
EUSIPCO
Lu Wang, Laurent Albera, Huazhong Shu, Lotfi Senhadji
2013 Misc conf
Canonical Polyadic decomposition of complex-valued multi-way arrays based on Simultaneous Schur Decomposition.
ICASSP
Sepideh Hajipour Sardouie, Laurent Albera, Mohammad Bagher Shamsollahi, Isabelle Merlet
2013 J jnl
Nonnegative Joint Diagonalization by Congruence Based on LU Matrix Factorization.
IEEE Signal Process. Lett.
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
2012 J jnl
Multi-way space-time-wave-vector analysis for EEG source separation.
Signal Process.
Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet
2012 — conf
Noise cancelation of epileptic interictal EEG data based on generalized eigenvalue decomposition.
TSP
Sepideh Hajipour Sardouie, Mohammad Bagher Shamsollahi, Laurent Albera, Isabelle Merlet
2012 J jnl
Removal of muscle artifact from EEG data: comparison between stochastic (ICA and CCA) and deterministic (EMD and wavelet-based) approaches.
EURASIP J. Adv. Signal Process.
Doha Safieddine, Amar Kachenoura, Laurent Albera, Gwénaël Birot, Ahmad Karfoul, Anca Pasnicu, Arnaud Biraben, Fabrice Wendling, Lotfi Senhadji, Isabelle Merlet
2012 — conf
Tensor-based preprocessing of combined EEG/MEG data.
EUSIPCO
Hanna Becker, Pierre Comon, Laurent Albera
2011 — conf
Canonical decomposition of semi-symmetric semi-nonnegative three-way arrays.
ACSCC
Julie Coloigner, Laurent Albera, Amar Kachenoura, Lotfi Senhadji
2011 J jnl
Iterative methods for the canonical decomposition of multi-way arrays: Application to blind underdetermined mixture identification.
Signal Process.
Ahmad Karfoul, Laurent Albera, Lieven De Lathauwer
2011 J jnl
Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach.
NeuroImage
Gwénaël Birot, Laurent Albera, Fabrice Wendling, Isabelle Merlet
2011 J jnl
Multivariate empirical mode decomposition and application to multichannel filtering.
Signal Process.
Julien Fleureau, Amar Kachenoura, Laurent Albera, Jean Claude Nunes, Lotfi Senhadji
2011 Misc conf
Semi-algebraic canonical decomposition of multi-way arrays and Joint Eigenvalue Decomposition.
ICASSP
Xavier Luciani, Laurent Albera
2011 J jnl
Turning Tangent Empirical Mode Decomposition: A Framework for Mono- and Multivariate Signals.
IEEE Trans. Signal Process.
Julien Fleureau, Jean Claude Nunes, Amar Kachenoura, Laurent Albera, Lotfi Senhadji
2010 — conf
3A-EMD: A generalized approach for monovariate and multivariate EMD.
ISSPA
Julien Fleureau, Amar Kachenoura, Jean Claude Nunes, Laurent Albera, Lotfi Senhadji
2010 J jnl
Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants.
IEEE Trans. Signal Process.
Ahmad Karfoul, Laurent Albera, Gwénaël Birot
2010 — conf
Edgeworth-based approximation of Mutual Information for medical image registration.
IPTA
Mathieu Rubeaux, Jean-Claude Nunes, Laurent Albera, Mireille Garreau
2010 — conf
Joint Eigenvalue Decomposition Using Polar Matrix Factorization.
LVA/ICA
Xavier Luciani, Laurent Albera
2010 — conf
Multiway space-time-wave-vector analysis for source localization and extraction.
EUSIPCO
Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet
2010 — conf
Semi-nonnegative Independent Component Analysis: The (3, 4)-SENICA
LVA/ICA
Julie Coloigner, Laurent Albera, Ahmad Karfoul, Amar Kachenoura, Pierre Comon, Lotfi Senhadji
2010 J jnl
Sequential high-resolution direction finding from higher order statistics.
IEEE Trans. Signal Process.
Gwénaël Birot, Laurent Albera, Pascal Chevalier
2009 — conf
Canonical decomposition of even order hermitian positive semi-definite arrays.
EUSIPCO
Ahmad Karfoul, Laurent Albera, Pierre Comon
2008 J jnl
Brain Source Localization Using a Fourth-Order Deflation Scheme.
IEEE Trans. Biomed. Eng.
Laurent Albera, Anne Ferréol, Delphine Cosandier-Rimélé, Isabelle Merlet, Fabrice Wendling
2008 J jnl
Ica: a potential tool for bci systems.
IEEE Signal Process. Mag.
Amar Kachenoura, Laurent Albera, Lotfi Senhadji, Pierre Comon
2008 J jnl
Nonminimum Phase Identification Based on Higher Order Spectrum Slices.
IEEE Trans. Signal Process.
Amar Kachenoura, Laurent Albera, Jean-Jacques Bellanger, Lotfi Senhadji
2007 — conf
Doa Estimation Based on an Even Order Deflation Scheme.
DSP
Gwénaël Birot, Laurent Albera, Anne Ferréol, Pascal Chevalier
2007 J jnl
Higher Order Direction Finding From Arrays With Diversely Polarized Antennas: The PD-2q-MUSIC Algorithms.
IEEE Trans. Signal Process.
Pascal Chevalier, Anne Ferréol, Laurent Albera, Gwénaël Birot
2007 — conf
Higher order direction finding with polarization diversity: THE PD-2q-music algorithms.
EUSIPCO
Pascal Chevalier, Anne Ferréol, Laurent Albera, Gwénaël Birot
2006 — conf
Fourth Order Approaches for Localization of Brain Current Sources.
EMBC
Laurent Albera, Anne Ferréol, Delphine Cosandier-Rimélé, Isabelle Merlet, Fabrice Wendling
2006 J jnl
High-Resolution Direction Finding From Higher Order Statistics: The 2q-MUSIC Algorithm.
IEEE Trans. Signal Process.
Pascal Chevalier, Anne Ferréol, Laurent Albera
2006 — conf
The PEP Approach: A New Family of Methods Solving the Phase Estimation Problem.
ICASSP (3)
Amar Kachenoura, Laurent Albera, Lotfi Senhadji
2005 J jnl
Fourth-order blind identification of underdetermined mixtures of sources (FOBIUM).
IEEE Trans. Signal Process.
Anne Ferréol, Laurent Albera, Pascal Chevalier
2005 J jnl
ICAR: a tool for blind source separation using fourth-order statistics only.
IEEE Trans. Signal Process.
Laurent Albera, Anne Ferréol, Pascal Chevalier, Pierre Comon
2005 J jnl
On the virtual array concept for higher order array processing.
IEEE Trans. Signal Process.
Pascal Chevalier, Laurent Albera, Anne Ferréol, Pierre Comon
2004 — conf
Blind identification of underdetermined mixtures based on the hexacovariance.
ICASSP (2)
Laurent Albera, Pierre Comon, Pascal Chevalier, Anne Ferréol
2004 B conf
Comparative performance analysis of eight blind source separation methods on radiocommunications signals.
IJCNN
Pascal Chevalier, Laurent Albera, Pierre Comon, Anne Ferréol
2004 — conf
ICAR: independent component analysis using redundancies.
ISCAS (5)
Laurent Albera, Anne Ferréol, Pascal Chevalier, Pierre Comon
2004 J jnl
Second-order blind separation of first- and second-order cyclostationary sources-application to AM, FSK, CPFSK, and deterministic sources.
IEEE Trans. Signal Process.
Anne Ferréol, Pascal Chevalier, Laurent Albera
2003 — conf
Fourth order blind identification of underdetermined mixtures of sources (FOBIUM).
ICASSP (5)
Anne Ferréol, Laurent Albera, Pascal Chevalier
2002 — conf
Higher order blind separation of non zero-mean cyclostationary sources.
EUSIPCO
Anne Ferréol, Pascal Chevalier, Laurent Albera
2002 Misc conf
On the behavior of current second order blind source separation methods for first and second order cyclostationary sources-application to CPFSK sources.
ICASSP
Pascal Chevalier, Anne Ferréol, Laurent Albera