Domain adversarial learning with multiple adversarial tasks for EEG emotion recognition

• Published in: Expert systems with applications Vol. 266; p. 126028
• Main Authors: Ju, Xiangyu, Wu, Xu, Dai, Sheng, Li, Ming, Hu, Dewen
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 25.03.2025
• Subjects: Cross-subject emotion recognition; Domain-adversarial neural network; EEG; Emotion-related features; Multiple adversarial tasks; EEG; Emotion-related features; Domain-adversarial neural network; Multiple adversarial tasks; Cross-subject emotion recognition

Domain adaptation methods using electroencephalography (EEG) play an important role in cross-subject emotion recognition. However, enhancing the generalizability of such models remains challenging. This paper proposes a domain adversarial neural network using multiple adversarial tasks (DANN-MAT). M...