Deep Neural Network for EEG Signal-Based Subject-Independent Imaginary Mental Task Classification.

Farheen SiddiquiAwwab MohammadM Afshar AlamSameena Naaz Parul Agarwal Shahab Saquib Sohail Dag Øivind Madsen

Published in: Diagnostics (Basel, Switzerland) (2023)

The performance and comparison analysis with the related existing works validated that the proposed cross-subject classification framework outperforms the state-of-the-art algorithm in terms of performing an accurate mental task from EEG signals.

Keyphrases

neural network
deep learning
machine learning
functional connectivity
resting state
working memory
mental health
high resolution
mass spectrometry
high density
clinical evaluation