Use various time series analysis techniques to detect epileptic seizures at electroencephalogram readings.
We use a dataset from here.
To download it, just type:
python download.py
The script will save 5 .npy
files to data/
. These are matrices whose rows are single-channel EEG segments, each one
having 23.6-second duration. The matrices correspond to 5 subsets of the dataset:
- The sets are denoted as
Z
,O
,N
,F
, andS
. Z
- healthy volunteers, surface EEG recordings, eyes open.O
- healthy volunteers, surface EEG recordings, eyes closed.F
- patients, seizure-free intervals, epileptogenic zone.N
- patients, seizure-free intervals, hippocampal formation of the opposite hemisphere of the brain.S
- patients, seizure activity.