Run workflows
Execute the various workflows using the command:
from the root of the project directory.
Workflows
download-karaone.py
Download the KaraOne dataset from the KaraOne website. Saves the dataset to the {raw_data_dir} folder.
features-karaone.py, features-feis.py
Preprocess EEG data to extract relevant features for different epoch_types. Saves processed data as .fif files to the {filtered_data_dir}.
ifs-classifier.py
Train a classifier using preprocessed EEG data, utilizing Information Set Theory.
flatten-classifier.py
Flatten feature matrix to a vector for classifier input. Specify number of features in features_select_k_best[k] (int).
flatten-classifier-KBest.py
Run classifier over multiple k values for feature selection. Iterate over values in features_select_k_best[k] (list[int]).
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