Automatic Epileptic Seizure Detection Using Scalp EEG and Advanced Artificial Intelligence Techniques

Table 7

Cross-validation results for top 20 uncorrelated features.

Classifiers	80% holdout: 100 repetitions		Cross-validation, 5-fold, 1 repetition	Cross-validation, 5-fold, 100 repetitions
	Mean error	SD	Mean error	Mean error	SD
LDC	0.2386	0.0506	0.2427	0.2398	0.0107
QDC	0.2179	0.0434	0.2164	0.2171	0.0064
UDC	0.3299	0.0431	0.3304	0.3310	0.0035
POLYC	0.2388	0.0507	0.2544	0.2385	0.0107
LOGLC	0.1771	0.0489	0.1813	0.1734	0.0085
KNNC	0.1527	0.0401	0.1696	0.1674	0.0148
TREEC	0.2071	0.0510	0.1959	0.2003	0.0157
PARZENC	0.2651	0.0493	0.2544	0.2640	0.0100
SVC	0.1752	0.0416	0.1608	0.1728	0.0072