Reservoir-Computing-for-Brain-Computer-Interface-Decoding

Neuroimaging project for decoding EEG signals from BCI Competition IV dataset using Reservoir Computing and Echo State Networks (ESN) with PyRCN library.

Datasets

BCI Competition IV page: www.bbci.de/competition/iv

BCI Competition IV consists of 4 different datasets available to download here: www.bbci.de/competition/iv/download

Repository Structure

Repo
├── analysis_dataset_1.ipynb
└── data
    ├── BCICIV_1_mat
    │   ├── BCICIV_calib_ds1a.mat
    │   ├── BCICIV_calib_ds1b.mat
    │   ├── BCICIV_calib_ds1c.mat
    │   ├── BCICIV_calib_ds1d.mat
    │   ├── BCICIV_calib_ds1e.mat
    │   ├── BCICIV_calib_ds1f.mat
    │   ├── BCICIV_calib_ds1g.mat
    │   ├── BCICIV_eval_ds1a.mat
    │   ├── BCICIV_eval_ds1b.mat
    │   ├── BCICIV_eval_ds1c.mat
    │   ├── BCICIV_eval_ds1d.mat
    │   ├── BCICIV_eval_ds1e.mat
    │   ├── BCICIV_eval_ds1f.mat
    │   └── BCICIV_eval_ds1g.mat
    └── true_labels
        ├── BCICIV_eval_ds1a_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1b_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1c_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1d_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1e_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1f_1000Hz_true_y.mat
        ├── BCICIV_eval_ds1g_1000Hz_true_y.mat
        └── read_me.txt