DAGAM: a domain adversarial graph attention model for subject-independent EEG-based emotion recognition

• Published in: Journal of neural engineering Vol. 20; no. 1; pp. 16022 - 16031
• Main Authors: Xu, Tao, Dang, Wang, Wang, Jiabao, Zhou, Yun
• Format: Journal Article
• Language: English
• Published: England IOP Publishing 01.02.2023
• Subjects: EEG; Electroencephalography - methods; emotion recognition; Emotions; Humans; Learning; Recognition, Psychology; subject independent; emotion recognition; subject independent; EEG

Objective. Due to individual differences in electroencephalogram (EEG) signals, the learning model built by the subject-dependent technique from one person’s data would be inaccurate when applied to another person for emotion recognition. Thus, the subject-dependent approach for emotion recognition...