Pumping up your predictive power for cognitive state detection with the proper GAINS

Pumping up your predictive power for cognitive state detection with the proper GAINS

Detecting cognitive states and impairments through EEG signals is crucial for applications in aviation and medicine and has broad applications in the field of human–machine interaction. However, existing methods often fail to capture the fine-grained neural dynamics of critical brain processes due t...

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Bibliographic Details
Main Authors: Victoria Ribeiro Rodrigues, Jeremy R. Prieto, Szilard L. Beres, Chad Stephens, Christopher Myers, Nicholas J. Napoli
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:NeuroImage
Subjects:
Electroencephalography (EEG)
Entropy
Neural oscillations
Neural criticality
Task prediction
Newell’s time scale
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811925002514
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