Table 12. Summary of Classifier Performance for Oversampling with Additional Features and Clinical Data Only.

	Oversampling with Additional Features			Clinical Data Only
	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	0.9666	0.9000	70%	0.0000	1.0000	51%
QDC	0.9666	0.1666	83%	1.0000	0.0384	51%
UDC	0.9666	0.1333	78%	0.0000	0.9038	52%
POLYC	0.9666	0.9000	95%	0.0000	1.0000	55%
LOGLC	0.9666	0.9000	94%	0.0000	1.0000	55%
KNNC	0.9333	0.8000	90%	0.0000	0.9230	50%
TREEC	0.9666	0.9000	93%	0.1428	0.8461	52%
PARZENC	0.9666	0.5666	59%	0.0000	1.0000	49%
SVC	0.9666	0.7000	92%	0.0000	1.0000	53%