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Exploring Emotion Recognition Through EEG Brainwave Data: A Comparative Analysis of Machine Learning and Deep Learning Approaches

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Al-Azhar University – Gaza
Taha A.M.H.; Ariffin S.B.B.; Abu-Naser S.S.
Taha, Ashraf M. H. (58065160100); Ariffin, Syaiba Balqish Binti (55570993100); Abu-Naser, Samy S. (26533902900)
58065160100; 55570993100; 26533902900
2025
Lecture Notes in Networks and Systems
Exploring Emotion Recognition Through EEG Brainwave Data: A Comparative Analysis of Machine Learning and Deep Learning Approaches
1537 LNNS
77
89
Bhateja V.; Oroumchian F.; Tang J.; Omar Z.
Springer Science and Business Media Deutschland GmbH
University Malaysia of Computer Science & Engineering (UNIMY), Cyberjaya, Malaysia; Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine
Taha A.M.H., University Malaysia of Computer Science & Engineering (UNIMY), Cyberjaya, Malaysia; Ariffin S.B.B., University Malaysia of Computer Science & Engineering (UNIMY), Cyberjaya, Malaysia; Abu-Naser S.S., Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine
S.S. Abu-Naser; Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine; email: abunaser@alazhar.edu.ps
0
10.1007/978-981-96-9242-2_6
Comparative analysis; Deep learning; EEG brainwave; Machine learning
Electroencephalography; Emotion Recognition; Human computer interaction; Learning algorithms; Learning systems; Psychology computing; Brain wave; Comparative analyzes; Deep learning; EEG brainwave; Emotion recognition; F1 scores; Learning approach; Learning techniques; Machine learning algorithms; Machine-learning; Deep learning