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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About me
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Posts
Future Blog Post
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Blog Post number 4
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Blog Post number 3
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Blog Post number 2
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Blog Post number 1
Published:
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challenge
Biomag 2022 - Dementia screening challenge
Apolline Mellot, Benoit Malezieux, Cedric Allain - Winning solution, Birmingham, United Kingdom, 2022
The goal of this challenge was to classify individual Magneto-Encephalography (MEG) recordings into one of three classes: healthy, mild cognitive impairment (MCI), and dementia. MEG data from the train and test set were recorded at two different sites with the same 160-channel gradiometer MEG system but with different sampling rates (1000Hz and 2000Hz).
publications
A reusable benchmark of brain-age prediction from M/EEG resting-state signals
2022, NeuroImage
Denis A. Engemann, Apolline Mellot, Richard Höchenberger, Hubert Banville, David Sabbagh, Lukas Gemein, Tonio Ball, Alexandre Gramfort
Harmonizing and aligning M/EEG datasets with covariance-based techniques to enhance predictive regression modeling
2023, Imaging Neuroscience MIT Press
Apolline Mellot, Antoine Collas, Pedro L. C. Rodrigues, Denis Engemann, Alexandre Gramfort
Novel SPD matrix representations considering cross-frequency coupling for EEG classification using Riemannian geometry
2023, 31st European Signal Processing Conference (EUSIPCO)
Maria Sayu Yamamoto, Apolline Mellot, Sylvain Chevallier, Fabien Lotte
Physics-informed and Unsupervised Riemannian Domain Adaptation for Machine Learning on Heterogeneous EEG Datasets
2024, 32nd European Signal Processing Conference (EUSIPCO)
Apolline Mellot, Antoine Collas, Sylvain Chevallier, Denis Engemann, Alexandre Gramfort
Geodesic optimization for predictive shift adaptation on EEG data
2024, Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS)
Apolline Mellot, Antoine Collas, Sylvain Chevallier, Alexandre Gramfort, Denis Engemann