EEG-eye movement based subject dependence, cross-subject, and cross-session emotion recognition with multidimensional homogeneous encoding space alignment

• Published in: Expert systems with applications Vol. 251; p. 124001
• Main Authors: Zhu, Mu, Wu, Qingzhou, Bai, Zhongli, Song, Yu, Gao, Qiang
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.10.2024
• Subjects: Knowledge transfer; Multi-task learning; Multidimensional homogeneous encoding space; Multimodal joint learning; Multimodal joint learning; Multi-task learning; Knowledge transfer; Multidimensional homogeneous encoding space

The joint learning of multimodal is helpful to extract the general information cross-modality in improving the performance of multimodal emotion recognition. However, focusing on a single common pattern can cause multimodal data to deviate from its original distribution and fail to fully capture the...