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.
| Dataset | Methods | EABC-SVM | GABC-SVM | MABC-SVM | NABC-SVM | SDABC-SVM |
| WDBC | 12.15 ± 1.42 | 10.10 ± 2.34 | 10.10 ± 1.58 | 8.70 ± 2.00 | 19.30 ± 2.66 | Ionosphere | 12.55 ± 0.86 | 14.20 ± 2.36 | 13.75 ± 3.75 | 13.95 ± 3.00 | 12.40 ± 1.98 | Musk1 | 76.30 ± 3.10 | 78.20 ± 3.76 | 79.60 ± 4.03 | 73.5 ± 4.41 | 89.45 ± 4.42 | Sonar | 26.80 ± 1.69 | 27.05 ± 2.25 | 26.85 ± 2.73 | 25.05 ± 2.65 | 35.20 ± 2.20 | Vehicle | 10.50 ± 0.81 | 11.80 ± 1.50 | 11.90 ± 1.61 | 10.00 ± 1.22 | 13.35 ± 1.68 | Wine | 5.95 ± 0.59 | 5.00 ± 1.14 | 4.70 ± 1.05 | 4.35 ± 0.65 | 8.20 ± 1.21 |
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