GitHub - Brain-Mapping/HFO-ML: Machine Learning-Based Localization of the Epileptogenic Zone Using High-Frequency Oscillations from SEEG: A Real-World Approach

This repository involves code and models develeoped as a part of the research project

Machine Learning-Based Localization of the Epileptogenic Zone Using High-Frequency Oscillations from SEEG: A Real-World Approach Authors :

Adapted scripts

HFO Detector was adapted from : Zelmann, R., F. Mari, J. Jacobs, M. Zijlmans, R. Chander, and J. Gotman. 2010. ‘Automatic Detector of High Frequency Oscillations for Human Recordings with Macroelectrodes’. Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference 2010:2329. doi: 10.1109/IEMBS.2010.5627464.
EDF reader : https://www.mathworks.com/matlabcentral/fileexchange/31900-edfread https://github.com/aparek/mcsleep/blob/master/lab_read_edf.m

3 ) Tool box in python was used for generating features

Name		Name	Last commit message	Last commit date
Latest commit History 4 Commits
Create_dataset_for_ML.ipynb		Create_dataset_for_ML.ipynb
Feature_generation.ipynb		Feature_generation.ipynb
ML_models Fast Ripples_final.ipynb		ML_models Fast Ripples_final.ipynb
ML_models Ripples_final.ipynb		ML_models Ripples_final.ipynb
ML_models_combined.ipynb		ML_models_combined.ipynb
README.md		README.md

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