Acceso público

2021 BEETL competition: Advancing transfer learning for subject independence and heterogenous EEG data sets

X Wei, AA Faisal, M Grosse-Wentrup, A Gramfort, S Chevallier, V Jayaram, ...

NeurIPS 2021 Competitions and Demonstrations Track, 205-219, 2022

Órdenes: European Commission, Agence Nationale de la Recherche, UK Research & Innovation

Functional connectivity ensemble method to enhance BCI performance (FUCONE)

MC Corsi, S Chevallier, FDV Fallani, F Yger

IEEE Transactions on Biomedical Engineering, 2022

Órdenes: National Institute of Health and Medical Research, France, European …

A systematic evaluation of euclidean alignment with deep learning for eeg decoding

B Junqueira, B Aristimunha, S Chevallier, RY de Camargo

Journal of Neural Engineering 21 (3), 036038, 2024

Órdenes: Agence Nationale de la Recherche

Riemannian Geometry on Connectivity for Clinical BCI

MC Corsi, F Yger, S Chevallier, C Noûs

ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021

Órdenes: Agence Nationale de la Recherche

Synthetic sleep EEG signal generation using latent diffusion models

B Aristimunha, RY de Camargo, S Chevallier, AG Thomas, O Lucena, ...

DGM4H 2023-1st Workshop on Deep Generative Models for Health at NeurIPS 2023, 2023

Órdenes: US National Institutes of Health, Wellcome Trust, Agence Nationale de la …

[HTML] cell.com

Measuring neuronal avalanches to inform brain-computer interfaces

MC Corsi, P Sorrentino, D Schwartz, N George, LL Gollo, S Chevallier, ...

Iscience 27 (1), 2024

Órdenes: European Commission, Agence Nationale de la Recherche

Geometric Neural Network based on Phase Space for BCI decoding

I Carrara, B Aristimunha, MC Corsi, RY de Camargo, S Chevallier, ...

arXiv preprint arXiv:2403.05645, 2024

Órdenes: European Commission, Agence Nationale de la Recherche

Class-distinctiveness-based frequency band selection on the Riemannian manifold for oscillatory activity-based BCIs: preliminary results

MS Yamamoto, F Lotte, F Yger, S Chevallier

2022 44th Annual International Conference of the IEEE Engineering in …, 2022

Órdenes: Agence Nationale de la Recherche

[HTML] sciencedirect.com

Riemannian geometry for combining functional connectivity metrics and covariance in BCI

S Chevallier, MC Corsi, F Yger, FDV Fallani

Software Impacts 12, 100254, 2022

Órdenes: European Commission, Agence Nationale de la Recherche

Subspace oddity-optimization on product of Stiefel manifolds for EEG data

MS Yamamoto, F Yger, S Chevallier

ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021

Órdenes: Agence Nationale de la Recherche

Novel SPD matrix representations considering cross-frequency coupling for EEG classification using Riemannian geometry

MS Yamamoto, A Mellot, S Chevallier, F Lotte

2023 31st European Signal Processing Conference (EUSIPCO), 960-964, 2023

Órdenes: Agence Nationale de la Recherche

[PDF] mlr.press

Geodesically-convex optimization for averaging partially observed covariance matrices

F Yger, S Chevallier, Q Barthélemy, S Sra

Asian Conference on Machine Learning, 417-432, 2020

Órdenes: Agence Nationale de la Recherche

Geometric neural network based on phase space for BCI-EEG decoding

I Carrara, B Aristimunha, MC Corsi, RY de Camargo, S Chevallier, ...

Journal of Neural Engineering, 2024

Órdenes: European Commission, Agence Nationale de la Recherche

Physics-informed and Unsupervised Riemannian Domain Adaptation for Machine Learning on Heterogeneous EEG Datasets

A Mellot, A Collas, S Chevallier, D Engemann, A Gramfort

2024 32nd European Signal Processing Conference (EUSIPCO), 1367-1371, 2024

Órdenes: Agence Nationale de la Recherche

Extending Riemannian Brain-Computer Interface to Functional Connectivity Estimators

S Chevallier, MC Corsi, F Yger, C Noûs

IROS Workshop on Bringing geometric methods to robot learning, optimization …, 2020

Órdenes: Agence Nationale de la Recherche

[PDF] neurips.cc

Geodesic Optimization for Predictive Shift Adaptation on EEG data

A Mellot, A Collas, S Chevallier, A Gramfort, DA Engemann

Advances in Neural Information Processing Systems 37, 32828-32855, 2025

Órdenes: Agence Nationale de la Recherche

Geometry-Aware visualization of high dimensional Symmetric Positive Definite matrices

T de Surrel, S Chevallier, F Lotte, F Yger

Transactions on Machine Learning Research Journal, 2025

Órdenes: Agence Nationale de la Recherche

Deep Riemannian Neural Architectures for Domain Adaptation in Burst cVEP-based Brain Computer Interface

S Velut, S Chevallier, MC Corsi, F Dehais

ESANN 2024, 571-576, 2024

Órdenes: Agence Nationale de la Recherche

Averaging trajectories on the manifold of symmetric positive definite matrices

T de Surrel, F Yger, S Chevallier, F Lotte

2024 32nd European Signal Processing Conference (EUSIPCO), 1182-1186, 2024

Órdenes: Agence Nationale de la Recherche