Python (deep learning and machine learning) for EEG signal processing on the example of recognizing the disease of alcoholism

• How it Works
• Example of result for wavelet transform
• Example of result for Fast Fourier transform
• Example of type of machine learning dataset
• Hardware and Signal processing demonstarations
• Citation
• Licence

How it works

Full explanation in the paper - here

I used dataset from this site - here

but in finally I convert the dataset to the next file - "Data_after_convert.csv"

Recognition of alcoholism due to EEG signals, by - machine learning and deep learning, Python
preprocessing folder:
"3.1. Fourier_series.py"
"3.2. filter_WEILET.py"
"3.3. Correlation.py"
prepare dataset by file - "1.start_convert_data.py"
machine learning - "machine_learning_EEG.py"

Example of result for wavelet transform

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Example of result for Fast Fourier transform

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Example of result for Fast Fourier transform of the two-dimensional (2D) graphics data correlation (Python3.7, matplotlib)

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Example of type of machine learning dataset

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Citation

Ralhmatulin, I. (2020). Python (deep learning and machine learning) for EEG signal processing on the example of recognizing the disease of alcoholism. arXiv:2010.11667

Licence

GNU General Public License v3.0