ildaron/3.eeg_recognation

Machine learning for Anonymous detection of an alcoholic by EEG signals

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