Table 14. Performance results of bagging SVM using cross validation.
Fold | Precision (%) | Recall (%) | Miss rate (%) | F1-score (%) | Testing Accuracy (%) | ROC_AUC (%) |
---|---|---|---|---|---|---|
2 | 84.70 | 68.57 | 31.42 | 75.78 | 70.32 | 82.46 |
3 | 85.47 | 70.00 | 30.00 | 76.96 | 71.71 | 86.85 |
4 | 87.85 | 75.71 | 24.29 | 81.33 | 76.54 | 90.41 |
5 | 87.32 | 85.24 | 14.76 | 86.27 | 81.61 | 90.98 |
6 | 88.27 | 82.38 | 17.62 | 85.22 | 80.71 | 92.38 |
7 | 87.80 | 85.71 | 14.29 | 86.75 | 82.38 | 91.64 |
8 | 89.16 | 86.19 | 13.81 | 87.65 | 83.75 | 93.68 |
9 | 89.55 | 85.71 | 14.29 | 87.59 | 83.76 | 92.68 |
10 | 89.16 | 86.19 | 13.81 | 87.65 | 83.55 | 93.00 |
11 | 89.42 | 88.57 | 11.43 | 89.00 | 85.26 | 90.98 |
12 | 88.63 | 89.05 | 10.95 | 88.84 | 85.13 | 92.96 |
13 | 88.29 | 86.19 | 13.81 | 87.23 | 83.17 | 92.53 |
14 | 88.78 | 86.67 | 13.33 | 87.71 | 83.72 | 92.18 |
15 | 89.00 | 88.57 | 11.43 | 88.78 | 84.94 | 92.55 |
16 | 89.47 | 89.05 | 10.95 | 89.26 | 85.75 | 93.08 |
17 | 89.76 | 87.62 | 12.38 | 88.67 | 85.08 | 94.42 |
18 | 88.29 | 86.19 | 13.81 | 87.23 | 83.26 | 92.92 |
19 | 89.37 | 88.10 | 11.90 | 88.73 | 85.09 | 92.95 |
20 | 88.52 | 88.10 | 11.90 | 88.31 | 84.40 | 93.75 |
21 | 89.10 | 89.52 | 10.48 | 89.31 | 85.53 | 93.17 |
22 | 89.15 | 90.00 | 10.00 | 89.57 | 86.15 | 93.15 |
23 | 88.63 | 89.05 | 10.95 | 88.84 | 85.33 | 92.81 |
24 | 89.47 | 89.05 | 10.95 | 89.26 | 85.73 | 93.37 |
25 | 89.47 | 89.05 | 10.95 | 89.26 | 85.79 | 92.69 |
26 | 88.89 | 91.43 | 8.57 | 90.14 | 86.60 | 92.90 |
27 | 88.84 | 90.95 | 9.05 | 89.88 | 86.34 | 93.40 |
28 | 88.89 | 91.43 | 8.57 | 90.14 | 86.94 | 93.59 |
29 | 88.79 | 90.48 | 9.52 | 89.62 | 86.38 | 93.71 |
30 | 89.27 | 87.14 | 12.86 | 88.19 | 84.70 | 92.50 |
31 | 89.22 | 86.67 | 13.33 | 87.92 | 84.35 | 92.60 |
32 | 89.27 | 87.14 | 12.86 | 88.19 | 84.75 | 93.23 |
33 | 88.89 | 87.62 | 12.38 | 88.25 | 84.66 | 93.47 |