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2020 – today
- 2024
[j37]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: 120490 (2024)- [j36]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: 1975-1979 (2024) - [c48]Carla Joud, Laurent Albera, Isabelle Merlet, Julie Coloigner:
SOS-MUSIC, a Subspace Approach for EEG Source Imaging Promoting Sparsity of Active Sources. EUSIPCO 2024: 1601-1605 - [c47]Zheng Fang, Laurent Albera, Amar Kachenoura, Jean-François Houvenaghel, Joan Duprez, Huazhong Shu, Yan Kang, Régine Le Bouquin-Jeannès:
Joint Order and Coefficient Estimation for MVAR Models Using Group Sparsity. EUSIPCO 2024: 2292-2296 - [c46]Salman Almuhammad Alali, Amar Kachenoura, Lotfi Senhadji, Alfredo I. Hernández, Cindy Michel, Laurent Albera, Ahmad Karfoul:
An Efficient Strategy for the Denoising of Heart Vibration Signals Acquired from an Implantable Device. IS 2024: 1-6 - 2023
- [j35]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: 107698 (2023) - [c45]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: 1713-1717 - 2022
- [j34]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): 2250032:1-2250032:19 (2022) - [j33]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: 108610 (2022) - 2021
- [c44]Paul Berraute, Laurent Albera, Michel Rochette, Isabelle Merlet, Amar Kachenoura:
How Beamforming Can Solve The Brain Source Imaging Problem? SSP 2021: 171-175 - 2020
- [j32]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): 244-257 (2020)
2010 – 2019
- 2019
- [c43]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: 1-4 - 2018
- [c42]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: 811-815 - [c41]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: 2179-2183 - [c40]Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji:
Robust Multilinear Decomposition of Low Rank Tensors. LVA/ICA 2018: 3-12 - [c39]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: 371-375 - 2017
- [j31]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: 157-172 (2017) - [j30]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): 882-886 (2017) - [j29]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): 94-104 (2017) - [c38]Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji:
Block term decomposition with rank estimation using group sparsity. CAMSAP 2017: 1-5 - [c37]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: 1-5 - [c36]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: 2790-2793 - [c35]Xu Han, Laurent Albera, Amar Kachenoura, Lotfi Senhadji, Huazhong Shu:
Low rank canonical polyadic decomposition of tensors based on group sparsity. EUSIPCO 2017: 668-672 - 2016
- [j28]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: 175-195 (2016) - [j27]Srdan Kitic, Laurent Albera, Nancy Bertin, Rémi Gribonval:
Physics-Driven Inverse Problems Made Tractable With Cosparse Regularization. IEEE Trans. Signal Process. 64(2): 335-348 (2016) - [c34]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: 3191-3194 - [c33]Rémi Andre, Laurent Albera, Xavier Luciani, Eric Moreau:
On JEVD of semi-definite positive matrices and CPD of nonnegative tensors. SAM 2016: 1-5 - [c32]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: 1-6 - 2015
- [j26]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): 1198-1202 (2015) - [j25]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): 100-112 (2015) - [j24]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): 839-847 (2015) - [j23]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): 1168-1177 (2015) - [j22]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): 4594-4608 (2015) - [c31]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: 181-184 - [c30]Lu Wang, Laurent Albera, Lotfi Senhadji, Jean-Christophe Pesquet:
An Alternating Direction Method of Multipliers for constrained joint diagonalization by congruence. CAMSAP 2015: 197-200 - [c29]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: 2657-2660 - [c28]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: 4773-4776 - [c27]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: 6995-6998 - 2014
- [j21]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: 150 (2014) - [j20]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: 143-157 (2014) - [j19]Julie Coloigner, Laurent Albera, Amar Kachenoura, Fanny Noury, Lotfi Senhadji:
Semi-nonnegative joint diagonalization by congruence and semi-nonnegative ICA. Signal Process. 105: 185-197 (2014) - [c26]Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Isabelle Merlet:
Fast, variation-based methods for the analysis of extended brain sources. EUSIPCO 2014: 41-45 - [c25]Hanna Becker, Laurent Albera, Pierre Comon, Rémi Gribonval, Fabrice Wendling, Isabelle Merlet:
A performance study of various brain source imaging approaches. ICASSP 2014: 5869-5873 - [c24]Lu Wang, Amar Kachenoura, Laurent Albera, Ahmad Karfoul, Huazhong Shu, Lotfi Senhadji:
Nonnegative compression for Semi-Nonnegative Independent Component Analysis. SAM 2014: 81-84 - [c23]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: 449-452 - [c22]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: 1-6 - 2013
- [j18]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): 807-810 (2013) - [c21]Lu Wang, Laurent Albera, Huazhong Shu, Lotfi Senhadji:
A new Jacobi-like nonnegative joint diagonalization by congruence. EUSIPCO 2013: 1-5 - [c20]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: 4178-4182 - 2012
- [j17]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: 127 (2012) - [j16]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): 1021-1031 (2012) - [c19]Hanna Becker, Pierre Comon, Laurent Albera:
Tensor-based preprocessing of combined EEG/MEG data. EUSIPCO 2012: 275-279 - [c18]Sepideh Hajipour Sardouie, Mohammad Bagher Shamsollahi, Laurent Albera, Isabelle Merlet:
Noise cancelation of epileptic interictal EEG data based on generalized eigenvalue decomposition. TSP 2012: 591-595 - 2011
- [j15]Gwénaël Birot, Laurent Albera, Fabrice Wendling, Isabelle Merlet:
Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach. NeuroImage 56(1): 102-113 (2011) - [j14]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): 1789-1802 (2011) - [j13]Julien Fleureau, Amar Kachenoura, Laurent Albera, Jean Claude Nunes, Lotfi Senhadji:
Multivariate empirical mode decomposition and application to multichannel filtering. Signal Process. 91(12): 2783-2792 (2011) - [j12]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): 1309-1316 (2011) - [c17]Julie Coloigner, Laurent Albera, Amar Kachenoura, Lotfi Senhadji:
Canonical decomposition of semi-symmetric semi-nonnegative three-way arrays. ACSCC 2011: 444-448 - [c16]Xavier Luciani, Laurent Albera:
Semi-algebraic canonical decomposition of multi-way arrays and Joint Eigenvalue Decomposition. ICASSP 2011: 4104-4107 - 2010
- [j11]Ahmad Karfoul, Laurent Albera, Gwénaël Birot:
Blind underdetermined mixture identification by joint canonical decomposition of HO cumulants. IEEE Trans. Signal Process. 58(2): 638-649 (2010) - [j10]Gwénaël Birot, Laurent Albera, Pascal Chevalier:
Sequential high-resolution direction finding from higher order statistics. IEEE Trans. Signal Process. 58(8): 4144-4155 (2010) - [c15]Hanna Becker, Pierre Comon, Laurent Albera, Martin Haardt, Isabelle Merlet:
Multiway space-time-wave-vector analysis for source localization and extraction. EUSIPCO 2010: 1349-1353 - [c14]Xavier Luciani, Laurent Albera:
Joint Eigenvalue Decomposition Using Polar Matrix Factorization. LVA/ICA 2010: 555-562 - [c13]Julie Coloigner, Laurent Albera, Ahmad Karfoul, Amar Kachenoura, Pierre Comon, Lotfi Senhadji:
Semi-nonnegative Independent Component Analysis: The (3, 4)-SENICAexp Method. LVA/ICA 2010: 612-619 - [c12]Mathieu Rubeaux, Jean-Claude Nunes, Laurent Albera, Mireille Garreau:
Edgeworth-based approximation of Mutual Information for medical image registration. IPTA 2010: 195-200 - [c11]Julien Fleureau, Amar Kachenoura, Jean Claude Nunes, Laurent Albera, Lotfi Senhadji:
3A-EMD: A generalized approach for monovariate and multivariate EMD. ISSPA 2010: 300-303
2000 – 2009
- 2009
- [c10]Ahmad Karfoul, Laurent Albera, Pierre Comon:
Canonical decomposition of even order hermitian positive semi-definite arrays. EUSIPCO 2009: 515-519 - 2008
- [j9]Amar Kachenoura, Laurent Albera, Lotfi Senhadji, Pierre Comon:
Ica: a potential tool for bci systems. IEEE Signal Process. Mag. 25(1): 57-68 (2008) - [j8]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): 490-501 (2008) - [j7]Amar Kachenoura, Laurent Albera, Jean-Jacques Bellanger, Lotfi Senhadji:
Nonminimum Phase Identification Based on Higher Order Spectrum Slices. IEEE Trans. Signal Process. 56(5): 1821-1829 (2008) - 2007
- [j6]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): 5337-5350 (2007) - [c9]Pascal Chevalier, Anne Ferréol, Laurent Albera, Gwénaël Birot:
Higher order direction finding with polarization diversity: THE PD-2q-music algorithms. EUSIPCO 2007: 257-261 - [c8]Gwénaël Birot, Laurent Albera, Anne Ferréol, Pascal Chevalier:
Doa Estimation Based on an Even Order Deflation Scheme. DSP 2007: 75-78 - 2006
- [j5]Pascal Chevalier, Anne Ferréol, Laurent Albera:
High-Resolution Direction Finding From Higher Order Statistics: The 2q-MUSIC Algorithm. IEEE Trans. Signal Process. 54(8): 2986-2997 (2006) - [c7]Laurent Albera, Anne Ferréol, Delphine Cosandier-Rimélé, Isabelle Merlet, Fabrice Wendling:
Fourth Order Approaches for Localization of Brain Current Sources. EMBC 2006: 4498-4501 - [c6]Amar Kachenoura, Laurent Albera, Lotfi Senhadji:
The PEP Approach: A New Family of Methods Solving the Phase Estimation Problem. ICASSP (3) 2006: 628-631 - 2005
- [j4]Pascal Chevalier, Laurent Albera, Anne Ferréol, Pierre Comon:
On the virtual array concept for higher order array processing. IEEE Trans. Signal Process. 53(4): 1254-1271 (2005) - [j3]Anne Ferréol, Laurent Albera, Pascal Chevalier:
Fourth-order blind identification of underdetermined mixtures of sources (FOBIUM). IEEE Trans. Signal Process. 53(5): 1640-1653 (2005) - [j2]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): 3633-3643 (2005) - 2004
- [j1]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): 845-861 (2004) - [c5]Laurent Albera, Pierre Comon, Pascal Chevalier, Anne Ferréol:
Blind identification of underdetermined mixtures based on the hexacovariance. ICASSP (2) 2004: 29-32 - [c4]Laurent Albera, Anne Ferréol, Pascal Chevalier, Pierre Comon:
ICAR: independent component analysis using redundancies. ISCAS (5) 2004: 672-675 - 2003
- [c3]Anne Ferréol, Laurent Albera, Pascal Chevalier:
Fourth order blind identification of underdetermined mixtures of sources (FOBIUM). ICASSP (5) 2003: 41-44 - 2002
- [c2]Anne Ferréol, Pascal Chevalier, Laurent Albera:
Higher order blind separation of non zero-mean cyclostationary sources. EUSIPCO 2002: 1-4 - [c1]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: 3081-3084
Coauthor Index
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