An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding

no code implementations • 6 Nov 2018 • Xian-Rui Zhang, Meng-Ying Lei, Yang Li

Brain-Computer Interface (BCI) system provides a pathway between humans and the outside world by analyzing brain signals which contain potential neural information.

Brain Computer Interface Data Augmentation +2

Boosted Convolutional Neural Networks for Motor Imagery EEG Decoding with Multiwavelet-based Time-Frequency Conditional Granger Causality Analysis

no code implementations • 22 Oct 2018 • Yang Li, Meng-Ying Lei, Xianrui Zhang, Weigang Cui, Yuzhu Guo, Ting-Wen Huang, Hua-Liang Wei

Decoding EEG signals of different mental states is a challenging task for brain-computer interfaces (BCIs) due to nonstationarity of perceptual decision processes.

Binary Classification EEG +2