sagihaider/Single-Trial-EEG-Classification

Cite this work on the citation given below

@article{raza2015adaptive, title={Adaptive learning with covariate shift-detection for motor imagery-based brain--computer interface}, author={Raza, Haider and Cecotti, Hubert and Li, Yuhua and Prasad, Girijesh}, journal={Soft Computing}, pages={1--12}, year={2015}, publisher={Springer} }

% File Name: Single-Trial EEG classification

main file: main_EEG_Classification.m (work for old version on Matlab (2015 or 2016)) main file: 'main_EEG_Classification_2019.m' is working fine on Matlab 2019.

"main_EEG_Classification_2019.m" includes the following steps

1) Load data for BCI Competition-IV dataset 2A- Subject A01: Training and Testing Data 2) Band-pass filtering the data in two different frequency bands: [8-12] Hz and [14-30] Hz (i.e. mu and beta band respectively) 3) Use training band-pass filtered data to compute the CSP projected matrix and use it to project the data into surrogate space. 4) Compute the log variance feature for each trial in 3-6s section. 5) Train a classifier.

6) Repeat same steps (1-4) of feature extraction and classify each trials.

Good Luck! For any error or bugs contact me at 'sagihaider@gmail.com'

sagihaider / Single-Trial-EEG-Classification

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