Deep learning-based electroencephalography analysis: a systematic review
Roy, Yannick, Banville, Hubert, Albuquerque, Isabela, Gramfort, Alexandre, Falk, Tiago H, Faubert, Jocelyn
Published in Journal of neural engineering (01.10.2019)
Published in Journal of neural engineering (01.10.2019)
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Journal Article
A reusable benchmark of brain-age prediction from M/EEG resting-state signals
Engemann, Denis A., Mellot, Apolline, Höchenberger, Richard, Banville, Hubert, Sabbagh, David, Gemein, Lukas, Ball, Tonio, Gramfort, Alexandre
Published in NeuroImage (Orlando, Fla.) (15.11.2022)
Published in NeuroImage (Orlando, Fla.) (15.11.2022)
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Journal Article
Robust learning from corrupted EEG with dynamic spatial filtering
Banville, Hubert, Wood, Sean U.N., Aimone, Chris, Engemann, Denis-Alexander, Gramfort, Alexandre
Published in NeuroImage (Orlando, Fla.) (01.05.2022)
Published in NeuroImage (Orlando, Fla.) (01.05.2022)
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Journal Article
Mental Task Evaluation for Hybrid NIRS-EEG Brain-Computer Interfaces
Banville, Hubert, Falk, Tiago H., Gupta, Rishabh
Published in Computational Intelligence and Neuroscience (01.01.2017)
Published in Computational Intelligence and Neuroscience (01.01.2017)
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Journal Article
Uncovering the structure of clinical EEG signals with self-supervised learning
Banville, Hubert, Chehab, Omar, Hyvärinen, Aapo, Engemann, Denis-Alexander, Gramfort, Alexandre
Published in Journal of neural engineering (01.08.2021)
Published in Journal of neural engineering (01.08.2021)
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Journal Article
Do try this at home: Age prediction from sleep and meditation with large-scale low-cost mobile EEG
Banville, Hubert, Jaoude, Maurice Abou, Wood, Sean U.N., Aimone, Chris, Holst, Sebastian C., Gramfort, Alexandre, Engemann, Denis-Alexander
Published in Imaging neuroscience (Cambridge, Mass.) (21.06.2024)
Published in Imaging neuroscience (Cambridge, Mass.) (21.06.2024)
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Journal Article
Using affective brain-computer interfaces to characterize human influential factors for speech quality-of-experience perception modelling
Gupta, Rishabh, Laghari, Khalil, Banville, Hubert, Falk, Tiago H.
Published in Human-centric computing and information sciences (05.05.2016)
Published in Human-centric computing and information sciences (05.05.2016)
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Journal Article
Self-Supervised Representation Learning from Electroencephalography Signals
Banville, Hubert, Albuquerque, Isabela, Hyvarinen, Aapo, Moffat, Graeme, Engemann, Denis-Alexander, Gramfort, Alexandre
Published in 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) (01.10.2019)
Published in 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) (01.10.2019)
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Conference Proceeding
Aligning brain functions boosts the decoding of visual semantics in novel subjects
Thual, Alexis, Benchetrit, Yohann, Geilert, Felix, Rapin, Jérémy, Makarov, Iurii, Banville, Hubert, King, Jean-Rémi
Year of Publication 11.12.2023
Year of Publication 11.12.2023
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Journal Article
Learning with self-supervision on EEG data
Gramfort, Alexandre, Banville, Hubert, Chehab, Omar, Hyvarinen, Aapo, Engemann, Denis
Published in 2021 9th International Winter Conference on Brain-Computer Interface (BCI) (22.02.2021)
Published in 2021 9th International Winter Conference on Brain-Computer Interface (BCI) (22.02.2021)
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Conference Proceeding
SYSTEMS AND METHODS FOR NEURAL NETWORKS AND DYNAMIC SPATIAL FILTERS TO REWEIGH CHANNELS
AIMONE, Christopher Allen, WOOD, Sean Ulrich Niethe, JACOB BANVILLE, Hubert
Year of Publication 15.08.2024
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Year of Publication 15.08.2024
Patent
LEARNING REPRESENTATIONS OF EEG SIGNALS WITH SELF-SUPERVISED LEARNING
AIMONE, Christopher Allen, WOOD, Sean Ulrich Niethe, JACOB BANVILLE, Hubert
Year of Publication 31.07.2024
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Year of Publication 31.07.2024
Patent
Automated Sleep Staging on Wearable EEG Enables Sleep Analysis at Scale
Jaoude, Maurice Abou, Ravi, Aravind, Niu, Jiansheng, Banville, Hubert, Torres, Nicolas Florez, Aimone, Christopher
Published in 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER) (24.04.2023)
Published in 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER) (24.04.2023)
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Conference Proceeding
LEARNING REPRESENTATIONS OF EEG SIGNALS WITH SELF-SUPERVISED LEARNING
AIMONE, Christopher Allen, WOOD, Sean Ulrich Niethe, JACOB BANVILLE, Hubert
Year of Publication 28.09.2023
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Year of Publication 28.09.2023
Patent
Robust learning from corrupted EEG with dynamic spatial filtering
Banville, Hubert, Wood, Sean U. N, Aimone, Chris, Engemann, Denis-Alexander, Gramfort, Alexandre
Year of Publication 26.05.2021
Year of Publication 26.05.2021
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Journal Article
LEARNING REPRESENTATIONS OF EEG SIGNALS WITH SELF-SUPERVISED LEARNING
AIMONE, Christopher Allen, WOOD, Sean Ulrich Niethe, JACOB BANVILLE, Hubert
Year of Publication 07.06.2023
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Year of Publication 07.06.2023
Patent