Research Article

Automatic Detection of Epilepsy and Seizure Using Multiclass Sparse Extreme Learning Machine Classification

Table 1

Summary of the clinical data.

Set ASet BSet CSet DSet E

Patient stateAwake and eyes open (normal)Awake and eyes closed (normal)Seizure-free (interictal)Seizure-free (interictal)Seizure activity (ictal)
Electrode typesSurfaceSurfaceIntracranialIntracranialIntracranial
Electrode placementInternational 10–20 systemsInternational 10–20 systemsOpposite to epileptogenic zoneWithin epileptogenic zoneWithin epileptogenic zone
Number of segments100100100100100
Segment duration (s)23.623.623.623.623.6