Table 5.

Harvard microarray datasets performance comparison between GEP, SVM, MLP and RBF

Training dataset										Testing dataset
Sub dataset	Classifier	Accuracy	TP	TN	FP	FN	Sensitivity	Specificity	AUC ROC	Sub dataset	Classifier	Accuracy	TP	TN	FP	FN	Sensitivity	Specificity	AUC ROC
5 Attributes	GEP	100	17.13	82.87	0	0	100	100	1	5 Attributes	GEP	99.45	16.57	82.87	0	0.55	96.77	100	1
	SVM	98.90	16.02	82.87	0	1.10	93.55	100	1		SVM	98.90	16.02	82.87	0	1.10	93.55	100	1
	MLP	100	17.13	82.87	0	0	100	100	1		MLP	99.45	16.57	82.87	0	0.55	96.77	100	1
	RBF	100	17.13	82.87	0	0	100	100	1		RBF	98.34	16.02	82.32	0.55	1.10	93.55	99.33	0.998
10 Attributes	GEP	99.17	15.70	83.47	0	0.83	95	100	0.9	10 Attributes	GEP	91.67	13.33	78.33	0	8.33	61.54	100	0.9
	SVM	99.45	16.57	82.87	0	0.55	96.77	100	0.999		SVM	99.45	16.57	82.87	0	0.55	96.77	100	0.998
	MLP	100	17.13	82.87	0	0	100	100	1		MLP	99.45	16.57	82.87	0	0.55	96.77	100	0.998
	RBF	99.45	16.57	82.87	0	0.55	96.77	100	1		RBF	97.24	14.92	82.32	0.55	2.21	87.10	99.33	0.998
20 Attributes	GEP	99.17	14.05	85.12	0	0.83	94.44	100	0.9	20 Attributes	GEP	91.67	13.33	78.33	0	8.33	61.54	100	0.9
	SVM	99.45	16.57	82.87	0	0.55	96.77	100	0.999		SVM	99.45	16.57	82.87	0	0.55	96.77	100	0.998
	MLP	98.34	15.47	82.87	0	1.66	90.32	100	0.999		MLP	98.34	15.47	82.87	0	1.66	90.32	100	0.991
	RBF	98.90	16.02	82.87	0	1.10	93.55	100	0.979		RBF	97.24	14.92	82.32	0.55	2.21	87.10	99.33	0.920
AS	GEP	99.31	11.72	87.59	0	0.69	94.44	100	0.9	AS	GEP	91.67	27.78	63.89	0	8.33	76.92	100	0.9
	SVM	100	12.41	87.59	0	0	100	100	1		SVM	94.4	30.56	63.89	5.56	0	100	92	0.9
	MLP	97.9	10.34	87.59	2.07	0	100	97.69	0.9		MLP	94.4	30.56	63.89	5.56	0	100	92	0.9
	RBF	98.25	10.69	87.59	1.72	0	100	98	0.9		RBF	94.4	30.56	63.89	5.56	0	100	92	0.9
All Dataset	GEP	100	49.66	50.34	0	0	100	100	1	All Dataset	GEP	83.33	33.33	50	0	16.67	66.67	100	0.7
	SVM	99.45	16.57	82.87	0	0.55	96.77	100	0.998		SVM	95.03	14.36	80.66	2.21	2.76	83.87	97.33	0.980
	MLP	99.45	16.57	82.87	0	0.55	96.77	100	1		MLP	93.92	14.36	79.56	3.31	2.76	83.87	96	0.960
	RBF	100	17.13	82.87	0	0	100	100	1		RBF	94.48	13.81	80.66	2.21	3.31	80.65	97.33	0.981