The Scientific World Journal / 2015 / Article / Tab 4

Research Article

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

Table 4

Performance of the classifiers.

ClassifierTraining stage efficiencyValidation stage efficiency
MeanSTDRMSEMAEMean STDRMSEMAE

Proposed SVM classifier 1000 0.0040.23198.454.40.1010.281
NN [17]97.340.750.125102.3390.125.60.183138.33
BPN [17]98.341.010.128155.45895.90.175177.32