Cross-Subject Emotion Recognition Using Deep Adaptation Networks

• Published in: Neural Information Processing Vol. 11305; pp. 403 - 413
• Main Authors: Li, He, Jin, Yi-Ming, Zheng, Wei-Long, Lu, Bao-Liang
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2018; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Affective brain-computer interface; Deep neural network; Domain adaptation; EEG; Emotion recognition

Affective models based on EEG signals have been proposed in recent years. However, most of these models require subject-specific training and generalize worse when they are applied to new subjects. This is mainly caused by the individual differences across subjects. While, on the other hand, it is t...