Dual-Encoder VAE-GAN With Spatiotemporal Features for Emotional EEG Data Augmentation

• Main Authors: Chenxi Tian (Author), Yuliang Ma (Author), Jared Cammon (Author), Feng Fang (Author), Yingchun Zhang (Author), Ming Meng (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

The current data scarcity problem in EEG-based emotion recognition tasks leads to difficulty in building high-precision models using existing deep learning methods. To tackle this problem, a dual encoder variational autoencoder-generative adversarial network (DEVAE-GAN) incorporating spatiotemporal...