Cognitive load detection through EEG lead wise feature optimization and ensemble classification

Cognitive load detection through EEG lead wise feature optimization and ensemble classification

Abstract Cognitive load stimulates neural activity, essential for understanding the brain’s response to stress-inducing stimuli or mental strain. This study examines the feasibility of evaluating cognitive load by extracting, selection, and classifying features from electroencephalogram (EEG) signal...

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Bibliographic Details
Main Authors: Jammisetty Yedukondalu, Kalyani Sunkara, Vankayalapati Radhika, Sivakrishna Kondaveeti, Murali Anumothu, Yadadavalli Murali Krishna
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Cognitive load
Lead-wise
EEG
R-LMD
BAO
OEL
Online Access:https://doi.org/10.1038/s41598-024-84429-6
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