Cerebral asymmetry representation learning-based deep subdomain adaptation network for electroencephalogram-based emotion recognition

• Published in: Physiological measurement Vol. 45; no. 3; pp. 35004 - 35016
• Main Authors: Wang, Zhe, Wang, Yongxiong, Wan, Xin, Tang, Yiheng
• Format: Journal Article
• Language: English
• Published: England IOP Publishing 26.03.2024
• Subjects: cerebral asymmetry; domain adaptation; electroencephalogram; emotion recognition; cerebral asymmetry; domain adaptation; emotion recognition; electroencephalogram
• ISSN: 0967-3334; 1361-6579; 1361-6579
• DOI: 10.1088/1361-6579/ad2eb6

Objective. Extracting discriminative spatial information from multiple electrodes is a crucial and challenging problem for electroencephalogram (EEG)-based emotion recognition. Additionally, the domain shift caused by the individual differences degrades the performance of cross-subject EEG classific...