Beyond averaging: A transformer approach to decoding event related brain potentials

Beyond averaging: A transformer approach to decoding event related brain potentials

The objective of this study is to assess the potential of a transformer-based deep learning approach applied to event-related brain potentials (ERPs) derived from electroencephalographic (EEG) data. Traditional methods involve averaging the EEG signal of multiple trials to extract valuable neural si...

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Bibliographic Details
Main Authors: Philipp Zelger, Manuel Arnold, Sonja Rossi, Josef Seebacher, Franz Muigg, Simone Graf, Antonio Rodríguez-Sánchez
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:NeuroImage
Subjects:
Event related potentials
EEG
Deep learning
Transformer
Loudness perception
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811925000515
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