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Domain adaptation with optimal transport improves EEG sleep stage classifiers

Stanislas Chambon , Mathieu N. Galtier , Alexandre Gramfort
Pattern Recognition in Neuroimaging, Jun 2018, Singapour, Singapore
Communication dans un congrès hal-01814190v1
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A deep learning architecture to detect events in EEG signals during sleep

Stanislas Chambon , Valentin Thorey , Pierrick J Arnal , Emmanuel Mignot , Alexandre Gramfort
MLSP 2018 - IEEE International Workshop on Machine Learning for Signal Processing, Sep 2018, Aalborg, Denmark
Communication dans un congrès hal-01917529v1

DOSED: A deep learning approach to detect multiple sleep micro-events in EEG signal

Stanislas Chambon , Valentin Thorey , Pierrick J. Arnal , Emmanuel Jean Marie Mignot , Alexandre Gramfort
Journal of Neuroscience Methods, 2019, 321, pp.64-78. ⟨10.1016/j.jneumeth.2019.03.017⟩
Article dans une revue hal-02121090v1
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A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series

Stanislas Chambon , Mathieu Galtier , Pierrick J Arnal , Gilles Wainrib , Alexandre Gramfort
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2018, 26 (4), pp.17683810. ⟨10.1109/TNSRE.2018.2813138⟩
Article dans une revue hal-01810436v1
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POT : Python Optimal Transport

Rémi Flamary , Nicolas Courty , Alexandre Gramfort , Mokhtar Zahdi Alaya , Aurélie Boisbunon , et al.
Journal of Machine Learning Research, 2021
Article dans une revue hal-03264013v1