Improvement in non-Gaussian jammers rejection with a non-linear spatial filter. - Antoine Souloumiac; Pascal Chevalier 001; Cédric Demeure (ICASSP (5), 1993)

Blind source detection and separation using second order non-stationarity. - Antoine Souloumiac (ICASSP, 1995)

Improved estimation of minimum variance beamformer with small number of samples. - Antoine Souloumiac (ICASSP, 1996)

Jacobi Angles for Simultaneous Diagonalization. - Jean-François Cardoso; Antoine Souloumiac (SIAM J. Matrix Anal. Appl., 1996)

Pile-up correction algorithms for nuclear spectrometry. - Thomas Trigano; Thomas Dautremer; Eric Barat; Antoine Souloumiac (ICASSP (4), 2005)

Energy Spectrum Reconstruction for HPGe Detectors Using Analytical Pile-Up Correction. - Thomas Trigano; François Roueff; Eric Moulines; Antoine Souloumiac; Thierry Montagu (ICASSP (3), 2006)

Statistical Pileup Correction Method for HPGe Detectors. - Thomas Trigano; Antoine Souloumiac; Thierry Montagu; François Roueff; Eric Moulines (IEEE Trans. Signal Process., 2007)

Newalgorithm for nonnegative matrix factorization using givens parameterization. - El Mostafa Fadaili; Antoine Souloumiac (EUSIPCO, 2008)

Blind source separation approaches to remove imaging artefacts in EEG signals recorded simultaneously with FMRI. - Bertrand Rivet; Guillaume Flandin; Antoine Souloumiac; Jean-Baptiste Poline (EUSIPCO, 2008)

"P300 speller" Brain-Computer Interface: Enhancement of P300 evoked potential by spatial filters. - Bertrand Rivet; Antoine Souloumiac; Guillaume Gibert; Virginie Attina (EUSIPCO, 2008)

Sensors selection for P300 speller brain computer interface. - Bertrand Rivet; Antoine Souloumiac; Guillaume Gibert; Virginie Attina; Olivier Bertrand (ESANN, 2009)

xDAWN Algorithm to Enhance Evoked Potentials: Application to Brain-Computer Interface. - Bertrand Rivet; Antoine Souloumiac; Virginie Attina; Guillaume Gibert (IEEE Trans. Biomed. Eng., 2009)

Nonorthogonal joint diagonalization by combining givens and hyperbolic rotations. - Antoine Souloumiac (IEEE Trans. Signal Process., 2009)

Non-negative Independent Component Analysis Algorithm Based on 2D Givens Rotations and a Newton Optimization. - Wendyam Serge Boris Ouedraogo; Antoine Souloumiac; Christian Jutten (LVA/ICA, 2010)

Theoretical analysis of xDAWN algorithm: Application to an efficient sensor selection in a p300 BCI. - Bertrand Rivet; Hubert Cecotti; Antoine Souloumiac; Emmanuel Maby; Jérémie Mattout (EUSIPCO, 2011)

A stable and efficient algorithm for difficult Non-Orthogonal Joint Diagonalization problems. - Antoine Souloumiac (EUSIPCO, 2011)

Regularized Gradient algorithm for Non-Negative Independent Component Analysis. - Wendyam Serge Boris Ouedraogo; Meriem Jaïdane; Antoine Souloumiac; Christian Jutten (ICASSP, 2011)

Single trial variability in brain-computer interfaces based on motor imagery: Learning in the presence of labeling noise. - Cédric Gouy-Pailler; Michèle Sebag; Anthony Larue; Antoine Souloumiac (Int. J. Imaging Syst. Technol., 2011)

Weighted NMF for high-resolution mass spectrometry analysis. - Rémi Dubroca; Christophe Junot; Antoine Souloumiac (EUSIPCO, 2012)

Geometrical Method Using Simplicial Cones for Overdetermined Nonnegative Blind Source Separation: Application to Real PET Images. - Wendyam Serge Boris Ouedraogo; Antoine Souloumiac; Meriem Jaïdane; Christian Jutten (LVA/ICA, 2012)

Simplicial Cone Shrinking Algorithm for Unmixing Nonnegative Sources. - Wendyam Serge Boris Ouedraogo; Antoine Souloumiac; Meriem Jaïdane; Christian Jutten (ICASSP, 2012)

Adaptive EEG artifact rejection for cognitive games. - Olexiy Kyrgyzov; Antoine Souloumiac (ICMI, 2012)

Improved estimation of EEG evoked potentials by jitter compensation and enhancing spatial filters. - Antoine Souloumiac; Bertrand Rivet (ICASSP, 2013)

Data Ranking and Clustering via Normalized Graph Cut Based on Asymmetric Affinity. - Olexiy Kyrgyzov; Isabelle Bloch; Yuan Yang 002; Joe Wiart; Antoine Souloumiac (ICIAP (2), 2013)

Multivariate Temporal Dictionary Learning for EEG - Quentin Barthélemy; Cédric Gouy-Pailler; Yoann Isaac; Antoine Souloumiac; Anthony Larue; Jérôme I. Mars (CoRR, 2013)

Optimal linear spatial filters for event-related potentials based on a spatio-temporal model: Asymptotical performance analysis. - Bertrand Rivet; Antoine Souloumiac (Signal Process., 2013)

Non-Negative Blind Source Separation Algorithm Based on Minimum Aperture Simplicial Cone. - Wendyam Serge Boris Ouedraogo; Antoine Souloumiac; Meriem Jaïdane; Christian Jutten (IEEE Trans. Signal Process., 2014)

Nonparametric estimation of a shot-noise process. - Paul Ilhe; François Roueff; Eric Moulines; Antoine Souloumiac (SSP, 2016)

Application of non-negative matrix factorization to LC/MS data. - Jérémy Rapin; Antoine Souloumiac; Jérôme Bobin; Anthony Larue; Christophe Junot; Minale Ouethrani; Jean-Luc Starck (Signal Process., 2016)

Streaming Binary Sketching Based on Subspace Tracking and Diagonal Uniformization. - Anne Morvan; Antoine Souloumiac; Cédric Gouy-Pailler; Jamal Atif (ICASSP, 2018)

On the Needs for Rotations in Hypercubic Quantization Hashing. - Anne Morvan; Antoine Souloumiac; Krzysztof Choromanski; Cédric Gouy-Pailler; Jamal Atif (CoRR, 2018)

A Blind Reconstruction Algorithm for Level-Crossing Analog-to-Digital Conversion. - Antoine Souloumiac (EUSIPCO, 2019)

Boolean CP Decomposition of Binary Tensors: Uniqueness and Algorithm. - Mamadou Diop; Sebastian Miron; Antoine Souloumiac; David Brie (ICASSP, 2019)

Decoding ECoG signal into 3D hand translation using deep learning. - Maciej Sliwowski; Matthieu Martin; Antoine Souloumiac; Pierre Blanchart; Tetiana Aksenova (CoRR, 2021)

Deep Learning for ECoG Brain-Computer Interface: End-to-End vs. Hand-Crafted Features. - Maciej Sliwowski; Matthieu Martin; Antoine Souloumiac; Pierre Blanchart; Tetiana Aksenova (AI*IA, 2022)

Impact of dataset size and long-term ECoG-based BCI usage on deep learning decoders performance. - Maciej Sliwowski; Matthieu Martin; Antoine Souloumiac; Pierre Blanchart; Tetiana Aksenova (CoRR, 2022)

Multi-Source Domain Adaptation Through Dataset Dictionary Learning in Wasserstein Space. - Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Antoine Souloumiac (ECAI, 2023)

An information theoretic necessary condition for perfect reconstruction. - Idris Delsol; Olivier Rioul; Julien Béguinot; Victor Rabiet; Antoine Souloumiac (CoRR, 2023)

Multi-Source Domain Adaptation for Cross-Domain Fault Diagnosis of Chemical Processes. - Eduardo Fernandes Montesuma; Michela Mulas; Fred Maurice Ngolè Mboula; Francesco Corona; Antoine Souloumiac (CoRR, 2023)

Federated Dataset Dictionary Learning for Multi-Source Domain Adaptation. - Fabiola Espinosa Castellon; Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Aurélien Mayoue; Antoine Souloumiac; Cédric Gouy-Pailler (CoRR, 2023)

Non-Negative Matrix Factorization of SWATH DIA Data Improves Global Metabolite Identification. - Diana Karaki; Sylvain Dechaumet; Annelaure Damont; Benoit Colsch; François Fenaille; Antoine Souloumiac; Etienne A. Thévenot (EUSIPCO, 2024)

Towards a Perfect Reconstruction Theory. - Olivier Rioul; Antoine Souloumiac (EUSIPCO, 2024)

Federated Dataset Dictionary Learning for Multi-Source Domain Adaptation. - Fabiola Espinoza Castellon; Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Aurélien Mayoue; Antoine Souloumiac; Cédric Gouy-Pailler (ICASSP, 2024)

Multi-Source Domain Adaptation Meets Dataset Distillation through Dataset Dictionary Learning. - Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Antoine Souloumiac (ICASSP, 2024)

Lighter, Better, Faster Multi-source Domain Adaptation with Gaussian Mixture Models and Optimal Transport. - Eduardo Fernandes Montesuma; Fred Ngolè Mboula; Antoine Souloumiac (ECML/PKDD (6), 2024)

Dataset Dictionary Learning in a Wasserstein Space for Federated Domain Adaptation. - Eduardo Fernandes Montesuma; Fabiola Espinoza Castellon; Fred Ngolè Mboula; Aurélien Mayoue; Antoine Souloumiac; Cédric Gouy-Pailler (CoRR, 2024)

An Information Theoretic Condition for Perfect Reconstruction. - Idris Delsol; Olivier Rioul; Julien Béguinot; Victor Rabiet; Antoine Souloumiac (Entropy, 2024)

Optimal Transport for Domain Adaptation through Gaussian Mixture Models. - Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Antoine Souloumiac (Trans. Mach. Learn. Res., 2025)

Recent Advances in Optimal Transport for Machine Learning. - Eduardo Fernandes Montesuma; Fred Maurice Ngolè Mboula; Antoine Souloumiac (IEEE Trans. Pattern Anal. Mach. Intell., 2025)