MI-EEG: Generalized model based on mutual information for EEG emotion recognition without adversarial training

• Published in: Expert systems with applications Vol. 244; p. 122777
• Main Authors: Wang, Yingdong, Wu, Qingfeng, Wang, Shuocheng, Fang, XiQiao, Ruan, Qungsheng
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 15.06.2024
• Subjects: EEG; Emotion recognition; Generalized learning; Mutual information; Emotion recognition; Generalized learning; EEG; Mutual information

EEG-based emotion classification is a vital aspect of human–machine interfaces. However, inter-subject variability poses a challenge for accurate domain-agnostic EEG emotion recognition, often requiring individual model calibration with a robust base model for fine-tuning. To overcome this limitatio...