Hybrid RGSA and Support Vector Machine Framework for Three-Dimensional Magnetic Resonance Brain Tumor Classification

Table 4

Performance of the classifiers.

Classifier	Training stage efficiency				Validation stage efficiency
	Mean	STD	RMSE	MAE	Mean	STD	RMSE	MAE
Proposed SVM classifier	100	0	0.004	0.231	98.45	4.4	0.101	0.281
NN [17]	97.34	0.75	0.125	102.33	90.12	5.6	0.183	138.33
BPN [17]	98.34	1.01	0.128	155.45	89	5.9	0.175	177.32