Table 5: Comparisons of computational efficiency.

DatasetProposed approach(s)GA-SVM (s)Speedup

Ionosphere1.526.544.30×
Breast cancer4.5118.614.13×
Australian15.9870.684.42×
Diabetes25.9097.433.76×
Vehicle12.5057.414.59×
Vowel12.4052.374.22×
Car64.39256.263.98×
Splice141.35580.974.11×
DNA253.591108.204.37×
WaveForm202.05846.594.19×
Svmguide1480.782077.004.32×
Mushrooms244.74996.114.07×