Table 11. Summary of Classifier Performance for Original TPEHG Dataset and Oversampled Dataset Using SMOTE.

	Original TPEHG dataset			Oversampled using SMOTE
	Sensitivity	Specificity	AUC	Sensitivity	Specificity	AUC
Classifier	Channel 3 0.34–1 Hz Filter	Channel 3 0.34–1 Hz Filter	Channel 3 0.34–1 Hz Filter	Channel 3 0.34–1 Hz Filter	Channel 3 0.34–1 Hz Filter	Channel 3 0.34–1 Hz Filter
LDC	0.0000	0.9807	53%	0.8653	0.8076	66%
QDC	0.0000	0.9807	53%	0.9230	0.8461	72%
UDC	0.0000	1.0000	52%	0.8269	0.8076	72%
POLYC	0.0000	0.9807	61%	0.8653	0.8076	86%
LOGLC	0.0000	0.9807	60%	0.8653	0.8269	86%
KNNC	0.0000	0.9230	53%	0.8653	0.8269	84%
TREEC	0.2857	0.8653	60%	0.9038	0.8269	89%
PARZENC	0.0000	1.0000	50%	0.5961	0.9615	72%
SVC	0.0000	1.0000	61%	0.8076	0.7692	78%