A novel transformer for attention decoding using EEG

• Main Author: Lee, Joon Hei
• Other Authors: Guan Cuntai
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; EEG; Deep learning; Attention; Brain-computer interface
• Online Access: https://hdl.handle.net/10356/175057
• Institution: Nanyang Technological University

Electroencephalography (EEG) attention classification plays a crucial role in brain-computer interface (BCI) applications. This paper introduces EEG-PatchFormer, a novel deep learning model leveraging transformers to achieve superior EEG attention decoding. We posit that transformers’ strength in ca...