Classification of magnetoencephalographic independent components in epilepsy by machine learning

Our study demonstrates both the potential and the technical limitations of ICA classification of epileptic and artifactual components.

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Publication Details

Journal
Clinical Neurophysiology
Published
2025-10-09
DOI
https://doi.org/10.1016/j.clinph.2025.2111377
Primary Topic
EEG and Brain-Computer Interfaces
Type
article
Field-Weighted Citation Impact
0.00

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article

Classification of magnetoencephalographic independent components in epilepsy by machine learning

Aurore Semeux-Bernier, Maria Fratello, Francesca Bonini, Matthieu Kowalski et al.
Clinical Neurophysiology
EEG and Brain-Computer Interfaces
article

Classification of magnetoencephalographic independent components in epilepsy by machine learning

Aurore Semeux-Bernier, Maria Fratello, Francesca Bonini, Matthieu Kowalski, Samuel Médina Villalon, Christian Bénar, Jean‐Michel Badier, Frédéric Richard
article en

Abstract

Our study demonstrates both the potential and the technical limitations of ICA classification of epileptic and artifactual components.

Clinical NeurophysiologyVol. 180
Centre National de la Recherche Scientifique (FR), Inserm (FR), Aix-Marseille Université (FR), Université Paris-Saclay (FR), Institut de Neurosciences des Systèmes (FR), Institut Polytechnique de Bordeaux (FR)
Aix-Marseille Université, Agence Nationale de la Recherche, CHIST-ERA
Openalex Percentile: Top 72%
EEG and Brain-Computer Interfaces
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Classification of magnetoencephalographic independent components in epilepsy by machine learning — Aurore Semeux-Bernier, Maria Fratello, et al. · Clinical Neurophysiology (2025) | TGRS Research Map | TGRS