A Transformer-Based Approach Combining Deep Learning Network and Spatial-Temporal Information for Raw EEG Classification

• Main Authors: Jin Xie (Author), Jie Zhang (Author), Jiayao Sun (Author), Zheng Ma (Author), Liuni Qin (Author), Guanglin Li (Author), Huihui Zhou (Author), Yang Zhan (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

The attention mechanism of the Transformer has the advantage of extracting feature correlation in the long-sequence data and visualizing the model. As time-series data, the spatial and temporal dependencies of the EEG signals between the time points and the different channels contain important infor...