Research Article

An Enhanced Artificial Bee Colony-Based Support Vector Machine for Image-Based Fault Detection

Table 4

Selected feature dimensions of the proposed EABC-SVM and other ABC variants-SVM.

DatasetMethods
EABC-SVMGABC-SVMMABC-SVMNABC-SVMSDABC-SVM

WDBC12.15 ± 1.4210.10 ± 2.3410.10 ± 1.588.70 ± 2.0019.30 ± 2.66
Ionosphere12.55 ± 0.8614.20 ± 2.3613.75 ± 3.7513.95 ± 3.0012.40 ± 1.98
Musk176.30 ± 3.1078.20 ± 3.7679.60 ± 4.0373.5 ± 4.4189.45 ± 4.42
Sonar26.80 ± 1.6927.05 ± 2.2526.85 ± 2.7325.05 ± 2.6535.20 ± 2.20
Vehicle10.50 ± 0.8111.80 ± 1.5011.90 ± 1.6110.00 ± 1.2213.35 ± 1.68
Wine5.95 ± 0.595.00 ± 1.144.70 ± 1.054.35 ± 0.658.20 ± 1.21