Research Article

Recognition of Imbalanced Epileptic EEG Signals by a Graph-Based Extreme Learning Machine

Table 1

Descriptions of the five groups in Bonn.

GroupsSizes of groupsDescriptions of EEG signals

Healthy peopleA100EEG signals obtained with eyes open
B100EEG signals obtained with eyes closed
Epileptic peopleC100EEG signals measured in the hippocampus of the brain during seizure-free intervals
D100EEG signals measured in the epileptogenic zone during seizure-free intervals
E100EEG signals measured during seizure activity