Laurent Albera

Publication Activity (10 Years)

Years Active: 2002-2024
Publications (10 Years): 25

Top Topics

Source Localization

Tensor Decomposition

Prostate Cancer

Top Venues

Publications

Zuyi Yu, Amar Kachenoura, Régine Le Bouquin-Jeannès, Huazhong Shu, Paul Berraute, Anca Nica, Isabelle Merlet, Laurent Albera, Ahmad Karfoul
Electrophysiological brain imaging based on simulation-driven deep learning in the context of epilepsy. NeuroImage 285 (2024)
Zheng Fang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Yan Kang, Régine Le Bouquin-Jeannès
High-Dimensional MVAR Model Identification Based on Structured Sparsity Penalization. IEEE Signal Process. Lett. 31 (2024)
Maureen Manche, Karim El Houari, Amar Kachenoura, Laurent Albera, Michel Rochette, Alfredo I. Hernández, Saïd Moussaoui
A reduced complexity ECG imaging model for regularized inversion optimization. Comput. Biol. Medicine 167 (2023)
Ahmad Karfoul, Amar Kachenoura, Laurent Albera
A Unified Approach for Inverse Problem in EEG and Brain Connectivity with Application to Epilepsy. A Proof of Concept Study. EUSIPCO (2023)
Abdelhak Boudehane, Laurent Albera, Arthur Tenenhaus, Laurent Le Brusquet, Rémy Boyer
Parallelization scheme for canonical polyadic decomposition of large-scale high-order tensors. Signal Process. 199 (2022)
Zuyi Yu, Laurent Albera, Régine Le Bouquin Jeannes, Amar Kachenoura, Ahmad Karfoul, Chunfeng Yang, Huazhong Shu
Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion. Int. J. Neural Syst. 32 (7) (2022)
Paul Berraute, Laurent Albera, Michel Rochette, Isabelle Merlet, Amar Kachenoura
How Beamforming Can Solve The Brain Source Imaging Problem? SSP (2021)
Hanna Becker, Julien Fleureau, Philippe Guillotel, Fabrice Wendling, Isabelle Merlet, Laurent Albera
Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources. IEEE Trans. Affect. Comput. 11 (2) (2020)
Nasrin Taheri, Amar Kachenoura, Ahmad Karfoul, Xu Han, Karim Ansari-Asl, Isabelle Merlet, Lotfi Senhadji, Laurent Albera
Rank estimation and tensor decomposition using physics-driven constraints for brain source localization. EUSIPCO (2019)
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Laurent Albera, Lotfi Senhadji
Independent Component Analysis Based on Non-polynomial Approximation of Negentropy: Application to MRS Source Separation. ACSSC (2018)
Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
Robust Multilinear Decomposition of Low Rank Tensors. LVA/ICA (2018)
Nasrin Taheri, Xu Han, Ahmad Karfoul, Karim Ansari-Asl, Isabelle Merlet, Lotfi Senhadji, Laurent Albera, Amar Kachenoura
Brain Source Localization using Constrained Low Rank Canonical Polyadic Decomposition. ACSSC (2018)
Karim El Houari, Amar Kachenoura, Paul Bcrrautc, Siouar Bensaid, Ahmad Karfoul, Christelle Boichon-Grivot, Alfredo I. Hernández, Laurent Albera, Michel Rochette
Investigating Transmembrane Current Source Formulation for Solving the ECG Inverse Problem. SAM (2018)
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Lotfi Senhadji, Laurent Albera
Reliable gradient search directions for kurtosis-based deflationary ICA: Application to physiological signal processing. EMBC (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)
Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
Block term decomposition with rank estimation using group sparsity. CAMSAP (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)
Xu Han, Laurent Albera, Amar Kachenoura, Lotfi Senhadji, Huazhong Shu
Low rank canonical polyadic decomposition of tensors based on group sparsity. EUSIPCO (2017)
Karim El Houari, Amar Kachenoura, Laurent Albera, Siouar Bensaid, Ahmad Karfoul, Christelle Boichon-Grivot, Michel Rochette, Alfredo I. Hernández
A fast model for solving the ECG forward problem based on an evolutionary algorithm. CAMSAP (2017)
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Isabelle Merlet, Laurent Albera
Efficient Stepsize Selection Strategy for Givens Parametrized ICA Applied to EEG Denoising. IEEE Signal Process. Lett. 24 (6) (2017)
R. A. Chowdhury, Isabelle Merlet, Gwénaël Birot, Eliane Kobayashi, Anca Nica, Arnaud Biraben, Fabrice Wendling, Jean-Marc Lina, Laurent Albera, Christophe Grova
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 143 (2016)
Majd Saleh, Ahmad Karfoul, Laurent Albera, Amar Kachenoura, Hanna Becker, Isabelle Merlet
Proximal gradient-based step for brain distributed epileptic source imaging after tensor decomposition preprocessing. MLSP (2016)
Remi Andre, Laurent Albera, Xavier Luciani, Eric Moreau
On JEVD of semi-definite positive matrices and CPD of nonnegative tensors. SAM (2016)
Majd Saleh, Ahmad Karfoul, Amar Kachenoura, Lotfi Senhadji, Laurent Albera
Low cost and efficient kurtosis-based deflationary ICA method: Application to MRS sources separation problem. EMBC (2016)
Srdan Kitic, Laurent Albera, Nancy Bertin, Rémi Gribonval
Physics-Driven Inverse Problems Made Tractable With Cosparse Regularization. IEEE Trans. Signal Process. 64 (2) (2016)
Aureline Fargeas, Juan David Ospina Arango, Amar Kachenoura, Nathalie Costet, Laurent Albera, Caroline Lafond, Oscar Acosta, Renaud de Crevoisier
A new parameter computed with independent component analysis to predict rectal toxicity following prostate cancer radiotherapy. EMBC (2015)
Sepideh Hajipour Sardouie, Laurent Albera, Mohammad Bagher Shamsollahi, Isabelle Merlet
An Efficient Jacobi-Like Deflationary ICA Algorithm: Application to EEG Denoising. IEEE Signal Process. Lett. 22 (8) (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)
Xavier Luciani, Laurent Albera
Joint Eigenvalue Decomposition of Non-Defective Matrices Based on the LU Factorization With Application to ICA. IEEE Trans. Signal Process. 63 (17) (2015)
Nasrin Taheri, Amar Kachenoura, Karim Ansari-Asl, Ahmad Karfoul, Lotfi Senhadji, Laurent Albera, Isabelle Merlet
Feasibility of blind source separation methods for the denoising of dense-array EEG. EMBC (2015)
Julie Coloigner, Aureline Fargeas, Amar Kachenoura, Lu Wang, Gaël Dréan, Caroline Lafond, Lotfi Senhadji, Renaud de Crevoisier, Oscar Acosta, Laurent Albera
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 19 (3) (2015)
Hanna Becker, Ahmad Karfoul, Laurent Albera, Rémi Gribonval, Julien Fleureau, Philippe Guillotel, Amar Kachenoura, Lotfi Senhadji, Isabelle Merlet
Tensor decomposition exploiting structural constraints for brain source imaging. CAMSAP (2015)
Laurent Albera, Hanna Becker, Ahmad Karfoul, Rémi Gribonval, Amar Kachenoura, Siouar Bensaid, Lotfi Senhadji, Alfredo I. Hernández, Isabelle Merlet
Localization of spatially distributed brain sources after a tensor-based preprocessing of interictal epileptic EEG data. EMBC (2015)
Sepideh Hajipour Sardouie, Mohammad Bagher Shamsollahi, Laurent Albera, Isabelle Merlet
Denoising of Ictal EEG Data Using Semi-Blind Source Separation Methods Based on Time-Frequency Priors. IEEE J. Biomed. Health Informatics 19 (3) (2015)
Lu Wang, Laurent Albera, Lotfi Senhadji, Jean-Christophe Pesquet
An Alternating Direction Method of Multipliers for constrained joint diagonalization by congruence. CAMSAP (2015)
Lu Wang, Amar Kachenoura, Laurent Albera, Ahmad Karfoul, Huazhong Shu, Lotfi Senhadji
Nonnegative compression for Semi-Nonnegative Independent Component Analysis. SAM (2014)
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Isabelle Merlet
Fast, variation-based methods for the analysis of extended brain sources. EUSIPCO (2014)
Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet
A performance study of various brain source imaging approaches. ICASSP (2014)
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
Canonical polyadic decomposition of 3rd order semi-nonnegative semi-symmetric tensors using LU and QR matrix factorizations. EURASIP J. Adv. Signal Process. 2014 (2014)
Julie Coloigner, Laurent Albera, Amar Kachenoura, Fanny Noury, Lotfi Senhadji
Semi-nonnegative joint diagonalization by congruence and semi-nonnegative ICA. Signal Process. 105 (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)
Laurent Albera, Srdan Kitic, Nancy Bertin, Gilles Puy, Rémi Gribonval
Brain source localization using a physics-driven structured cosparse representation of EEG signals. MLSP (2014)
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
CP decomposition of semi-nonnegative semi-symmetric tensors based on QR matrix factorization. SAM (2014)
Sepideh Hajipour Sardouie, Laurent Albera, Mohammad Bagher Shamsollahi, Isabelle Merlet
Canonical Polyadic decomposition of complex-valued multi-way arrays based on Simultaneous Schur Decomposition. ICASSP (2013)
Lu Wang, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji
Nonnegative Joint Diagonalization by Congruence Based on LU Matrix Factorization. IEEE Signal Process. Lett. 20 (8) (2013)
Lu Wang, Laurent Albera, Huazhong Shu, Lotfi Senhadji
A new Jacobi-like nonnegative joint diagonalization by congruence. EUSIPCO (2013)
Sepideh Hajipour Sardouie, Mohammad Bagher Shamsollahi, Laurent Albera, Isabelle Merlet
Noise cancelation of epileptic interictal EEG data based on generalized eigenvalue decomposition. TSP (2012)
Doha Safieddine, Amar Kachenoura, Laurent Albera, Gwénaël Birot, Ahmad Karfoul, Anca Pasnicu, Arnaud Biraben, Fabrice Wendling, Lotfi Senhadji, Isabelle Merlet
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. 2012 (2012)
Hanna Becker, Pierre Comon, Laurent Albera
Tensor-based preprocessing of combined EEG/MEG data. EUSIPCO (2012)
Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet
Multi-way space-time-wave-vector analysis for EEG source separation. Signal Process. 92 (4) (2012)
Xavier Luciani, Laurent Albera
Semi-algebraic canonical decomposition of multi-way arrays and Joint Eigenvalue Decomposition. ICASSP (2011)
Gwénaël Birot, Laurent Albera, Fabrice Wendling, Isabelle Merlet
Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach. NeuroImage 56 (1) (2011)
Julien Fleureau, Amar Kachenoura, Laurent Albera, Jean Claude Nunes, Lotfi Senhadji
Multivariate empirical mode decomposition and application to multichannel filtering. Signal Process. 91 (12) (2011)
Julie Coloigner, Laurent Albera, Amar Kachenoura, Lotfi Senhadji
Canonical decomposition of semi-symmetric semi-nonnegative three-way arrays. ACSCC (2011)
Julien Fleureau, Jean Claude Nunes, Amar Kachenoura, Laurent Albera, Lotfi Senhadji
Turning Tangent Empirical Mode Decomposition: A Framework for Mono- and Multivariate Signals. IEEE Trans. Signal Process. 59 (3) (2011)
Ahmad Karfoul, Laurent Albera, Lieven De Lathauwer
Iterative methods for the canonical decomposition of multi-way arrays: Application to blind underdetermined mixture identification. Signal Process. 91 (8) (2011)
Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet
Multiway space-time-wave-vector analysis for source localization and extraction. EUSIPCO (2010)
Julien Fleureau, Amar Kachenoura, Jean Claude Nunes, Laurent Albera, Lotfi Senhadji
3A-EMD: A generalized approach for monovariate and multivariate EMD. ISSPA (2010)
Xavier Luciani, Laurent Albera
Joint Eigenvalue Decomposition Using Polar Matrix Factorization. LVA/ICA (2010)
Gwénaël Birot, Laurent Albera, Pascal Chevalier
Sequential high-resolution direction finding from higher order statistics. IEEE Trans. Signal Process. 58 (8) (2010)
Ahmad Karfoul, Laurent Albera, Gwénaël Birot
Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants. IEEE Trans. Signal Process. 58 (2) (2010)
Mathieu Rubeaux, Jean-Claude Nunes, Laurent Albera, Mireille Garreau
Edgeworth-based approximation of Mutual Information for medical image registration. IPTA (2010)
Julie Coloigner, Laurent Albera, Ahmad Karfoul, Amar Kachenoura, Pierre Comon, Lotfi Senhadji
Method. LVA/ICA (2010)
Ahmad Karfoul, Laurent Albera, Pierre Comon
Canonical decomposition of even order hermitian positive semi-definite arrays. EUSIPCO (2009)
Amar Kachenoura, Laurent Albera, Jean-Jacques Bellanger, Lotfi Senhadji
Nonminimum Phase Identification Based on Higher Order Spectrum Slices. IEEE Trans. Signal Process. 56 (5) (2008)
Laurent Albera, Anne Ferréol, Delphine Cosandier-Rimélé, Isabelle Merlet, Fabrice Wendling
Brain Source Localization Using a Fourth-Order Deflation Scheme. IEEE Trans. Biomed. Eng. 55 (2) (2008)
Amar Kachenoura, Laurent Albera, Lotfi Senhadji, Pierre Comon
Ica: a potential tool for bci systems. IEEE Signal Process. Mag. 25 (1) (2008)
Pascal Chevalier, Anne Ferréol, Laurent Albera, Gwénaël Birot
Higher Order Direction Finding From Arrays With Diversely Polarized Antennas: The PD-2q-MUSIC Algorithms. IEEE Trans. Signal Process. 55 (11) (2007)
Pascal Chevalier, Anne Ferréol, Laurent Albera, Gwénaël Birot
Higher order direction finding with polarization diversity: THE PD-2q-music algorithms. EUSIPCO (2007)
Gwénaël Birot, Laurent Albera, Anne Ferréol, Pascal Chevalier
Doa Estimation Based on an Even Order Deflation Scheme. DSP (2007)
Laurent Albera, Anne Ferréol, Delphine Cosandier-Rimélé, Isabelle Merlet, Fabrice Wendling
Fourth Order Approaches for Localization of Brain Current Sources. EMBC (2006)
Amar Kachenoura, Laurent Albera, Lotfi Senhadji
The PEP Approach: A New Family of Methods Solving the Phase Estimation Problem. ICASSP (3) (2006)
Pascal Chevalier, Anne Ferréol, Laurent Albera
High-Resolution Direction Finding From Higher Order Statistics: The 2q-MUSIC Algorithm. IEEE Trans. Signal Process. 54 (8) (2006)
Anne Ferréol, Laurent Albera, Pascal Chevalier
Fourth-order blind identification of underdetermined mixtures of sources (FOBIUM). IEEE Trans. Signal Process. 53 (5) (2005)
Pascal Chevalier, Laurent Albera, Anne Ferréol, Pierre Comon
On the virtual array concept for higher order array processing. IEEE Trans. Signal Process. 53 (4) (2005)
Laurent Albera, Anne Ferréol, Pascal Chevalier, Pierre Comon
ICAR: a tool for blind source separation using fourth-order statistics only. IEEE Trans. Signal Process. 53 (10) (2005)
Laurent Albera, Anne Ferréol, Pascal Chevalier, Pierre Comon
ICAR: independent component analysis using redundancies. ISCAS (5) (2004)
Anne Ferréol, Pascal Chevalier, Laurent Albera
Second-order blind separation of first- and second-order cyclostationary sources-application to AM, FSK, CPFSK, and deterministic sources. IEEE Trans. Signal Process. 52 (4) (2004)
Laurent Albera, Pierre Comon, Pascal Chevalier, Anne Ferréol
Blind identification of underdetermined mixtures based on the hexacovariance. ICASSP (2) (2004)
Anne Ferréol, Laurent Albera, Pascal Chevalier
Fourth order blind identification of underdetermined mixtures of sources (FOBIUM). ICASSP (5) (2003)
Pascal Chevalier, Anne Ferréol, Laurent Albera
On the behavior of current second order blind source separation methods for first and second order cyclostationary sources-application to CPFSK sources. ICASSP (2002)
Anne Ferréol, Pascal Chevalier, Laurent Albera
Higher order blind separation of non zero-mean cyclostationary sources. EUSIPCO (2002)