Learning a robust unified domain adaptation framework for cross-subject EEG-based emotion recognition

• Published in: Biomedical signal processing and control Vol. 86; p. 105138
• Main Authors: Jiménez-Guarneros, Magdiel, Fuentes-Pineda, Gibran
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.09.2023
• Subjects: Deep learning; Electroencephalogram; Emotion recognition; Unsupervised domain adaptation; Deep learning; Unsupervised domain adaptation; Emotion recognition; Electroencephalogram

Over the last few years, unsupervised domain adaptation (UDA) based on deep learning has emerged as a solution to build cross-subject emotion recognition models from Electroencephalogram (EEG) signals, aligning the subject distributions within a latent feature space. However, most reported works hav...