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Re-implementation a portion of "Effect of Auditory Stimuli on Electroencephalography-based Authentication" by Alzahab et. al.of which uses the Auditory evoked potential EEG-Biometric dataset from physionet.org

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syntactic/EEG-Biometric-Authentication

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EEG Biometric Authentication

This project is for the summer 2024 block course Decoding Neuronal Activity at the University of Osnabrück.

Installation

Create a conda environment and install the dependencies using the included requirements.txt file.

conda create --name <env_name> --file requirements.txt

Data

Download the EEG dataset from this page:

https://physionet.org/content/auditory-eeg/1.0.0/

The zip file appears to have all of the data, whereas when I tried downloading data using the wget command listed on the page, I was not able to get the filtered data.

Unzip the data so that the code is at the same level as the folder containing the entire dataset. So your directory should look something like:

./data.py
./network.py
./auditory-evoked-potential-eeg-biometric-dataset-1.0.0
...

Usage

This project was meant to be run as an IPython notebook. Run all of the cells in project.ipynb. Note that the last cell which runs training over twenty models may take a while. It took 117 minutes on my Macbook Air M3.

Contact

If you have any questions or comments please send them to [email protected].

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Re-implementation a portion of "Effect of Auditory Stimuli on Electroencephalography-based Authentication" by Alzahab et. al.of which uses the Auditory evoked potential EEG-Biometric dataset from physionet.org

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