/Epileptic-Seizure-Detection-CHBMIT

Epileptic Seizure Detection using Phase Space Reconstruction and Machine Learning Algorithms

Primary LanguageJupyter NotebookMIT LicenseMIT

Epileptic-Seizure-Detection-CHBMIT

Epileptic Seizure Detection using Phase Space Reconstruction and Machine Learning Algorithms

Summary

Dataset Links

Link to CHB-MIT Scalp EEG Database

Link to Shortened dataset

How to run

Note: Seizure and non-seizure data is ictal and pre-ictal here

  • Step 1: Filter the data and select 18 channels.
  • Step 2: Use the filtered data to apply phase space reconstruction. Seizure and non-seizure data are separately preprocessed and combined by adding a label (to indicate seizure/non-seizure) and stored as "filtered_psr_data18channels.csv"
  • Step 3: Apply Machine Learning algorithms on "filtered_psr_data18channels.csv"