Research Progress of EEG-Based Emotion Recognition: A Survey

Y Wang, B Zhang, L Di - ACM Computing Surveys, 2024 - dl.acm.org
Emotion recognition based on electroencephalography (EEG) signals has emerged as a
prominent research field, facilitating objective evaluation of diseases like depression and …

[HTML][HTML] Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods

A Apicella, P Arpaia, G D'Errico, D Marocco, G Mastrati… - Neurocomputing, 2024 - Elsevier
A systematic review on machine-learning strategies for improving generalization in
electroencephalography-based emotion classification was realized. In particular, cross …

A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications

W Ma, Y Zheng, T Li, Z Li, Y Li, L Wang - PeerJ Computer Science, 2024 - peerj.com
Emotion recognition utilizing EEG signals has emerged as a pivotal component of human–
computer interaction. In recent years, with the relentless advancement of deep learning …