Exploring Douglas-Peucker Algorithm in the Detection of Epileptic Seizure from Multicategory EEG Signals

Table 4

Classification results on the epileptic EEG data.

Classifiers	Se (mean standard deviation)					10-fold cross validation OCA
	Set A	Set B	Set C	Set D	Set E	(mean standard deviation)
RF	99.79 0.36	99.850.24	99.96 0.14	99.71 0.34	100 0.00	99.85 0.13
k-NN	100 0.00	99.75 0.35	100 0.00	100 0.00	89.932.02	98.31 0.32
SVM	100 0.00	99.85 0.34	100 0.00	99.87 0.20	76.563.53	96.11 0.61
J48	95.80 1.54	91.68 1.31	93.52 1.75	94.83 1.33	95.39 1.43	94.27 0.78