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

Blind Source Separation for Ambulatory Sleep Recording. - Fabienne Porée; Amar Kachenoura; Hervé Gauvrit; Catherine Morvan; Guy Carrault; Lotfi Senhadji (IEEE Trans. Inf. Technol. Biomed., 2006)

Using Intracardiac Vectorcardiographic Loop for Surface ECG Synthesis. - Amar Kachenoura; Fabienne Porée; Alfredo I. Hernández 001; Guy Carrault (EURASIP J. Adv. Signal Process., 2008)

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

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

Comparison of four estimators of the 3D cardiac electrical activity for surface ECG synthesis from intracardiac recordings. - Amar Kachenoura; Fabienne Porée; Guy Carrault; Alfredo Hernández 001 (ICASSP, 2009)

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)

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

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

Spatial Characterization and Classification of Rectal Bleeding in Prostate Cancer Radiotherapy with a Voxel-Based Principal Components Analysis Model for 3D Dose Distribution. - Baiyang Chen; Oscar Acosta; Amar Kachenoura; Juan David Ospina; Gaël Dréan; Antoine Simon; Jean-Jacques Bellanger; Pascal Haigron; Renaud de Crevoisier (Prostate Cancer Imaging, 2011)

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

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)

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)

Surface Electrocardiogram Reconstruction From Intracardiac Electrograms Using a Dynamic Time Delay Artificial Neural Network. - Fabienne Porée; Amar Kachenoura; Guy Carrault; Renzo Dal Molin; Philippe Mabo; Alfredo Hernández 001 (IEEE Trans. Biomed. Eng., 2013)

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)

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)

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)

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)

Classification of high frequency oscillations in epileptic intracerebral EEG. - Nisrine Jrad; Amar Kachenoura; Isabelle Merlet; Anca Nica; Christian G. Bénar; Fabrice Wendling (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)

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)

Early diagnosis of NAFLD-NASH transition using mid infrared spectroscopy. - Siouar Bensaid; Amar Kachenoura; Nathalie Costet; Victor De Ledinghen; Julien Vergniol; Fabrice Laine; Bruno Turlin; Hugues Tariel; Lotfi Senhadji (EMBC, 2016)

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)

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)

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)

A Page-Hinkley based method for HFOs detection in epileptic depth-EEG. - Nisrine Jrad; Amar Kachenoura; Anca Nica; Isabelle Merlet; Fabrice Wendling (EUSIPCO, 2017)

Noninvasive detection of bladder cancer using mid-infrared spectra classification. - Siouar Bensaid; Amar Kachenoura; Nathalie Costet; Karim Bensalah; Hugues Tariel; Lotfi Senhadji (Expert Syst. Appl., 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)

Automatic Detection and Classification of High-Frequency Oscillations in Depth-EEG Signals. - Nisrine Jrad; Amar Kachenoura; Isabelle Merlet; Fabrice Bartolomei; Anca Nica; Arnaud Biraben; Fabrice Wendling (IEEE Trans. Biomed. Eng., 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)

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

Classification of High Frequency Oscillations in intracranial EEG signals based on coupled time-frequency and image-related features. - Fatma Krikid; Ahmad Karfoul; Sahbi Chaibi; Amar Kachenoura; Anca Nica; Abdennaceur Kachouri; Régine Le Bouquin-Jeannès (Biomed. Signal Process. Control., 2022)

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)

Telemedical transport layer security based platform for cardiac arrhythmia classification using quadratic time-frequency analysis of HRV signal. - Ismail Hadj Ahmed; Abdelghani Djebbari; Amar Kachenoura; Lotfi Senhadji (J. Supercomput., 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)

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)

Multi-classification of high-frequency oscillations in intracranial EEG signals based on CNN and data augmentation. - Fatma Krikid; Ahmad Karfoul; Sahbi Chaibi; Amar Kachenoura; Anca Nica; Abdennaceur Kachouri; Régine Le Bouquin-Jeannès (Signal Image Video Process., 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)

Deep learning-based early detection of absence seizures in children. - Maxime Yochum; Amar Kachenoura; M. Aud'hui; A. Kaminska; Rima Nabbout; Fabrice Wendling; M. Kuchenbuch; Pascal Benquet (Biomed. Signal Process. Control., 2025)

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)