FedEEG: Federated EEG Decoding Via inter-Subject Structure Matching

• Published in: Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) pp. 1 - 5
• Main Authors: Hang, Wenlong, Li, Jiaxing, Liang, Shuang, Wu, Yuan, Lei, Baiying, Qin, Jing, Zhang, Yu, Choi, Kup-Sze
• Format: Conference Proceeding
• Language: English
• Published: IEEE 04.06.2023
• Subjects: Benchmark testing; Class center; Deep learning; Discriminative feature; Electroencephalogram (EEG); Electroencephalography; Federated learning; Representation learning; Signal processing; Training; Training data

With sufficient centralized training data coming from multiple subjects, deep learning methods have achieved powerful EEG decoding performance. However, sending each individuals' EEG data directly to a centralized server might cause privacy leakage. To overcome this issue, we present an inter-s...