Table 3.
Average ± standard deviation Recall (R) performance [%] of SVM, MLP1, MLP2, and NB for decreasing number of folders in the RCV process. no SMOTE = no oversampling correction of class imbalance is done.
| nfolds | SMOTE | |||
|---|---|---|---|---|
| SVM | MLP2 | MLP1 | NB | |
| 10 | 45.63 ±3.35 | 96.29 ±2.15 | 59.93 ±5.51 | 70.8 ±2.68 |
| 5 | 44.64 ±2.69 | 96.58 ±1.77 | 61.39 ±6.14 | 69.8 ±4.97 |
| 4 | 43.83 ±1 | 95.11 ±1.06 | 59.87 ±6.29 | 70.23 ±3.82 |
| 3 | 43.64 ±1.11 | 96.86 ±0.37 | 52.8 ±5.24 | 67.57 ±0.97 |
|
| ||||
| no SMOTE | ||||
| SVM | MLP2 | MLP1 | NB | |
|
| ||||
| 10 | 0.95 ±0.76 | 27.60 ±11.13 | 0.00 ±0.00 | 14.81 ±1.83 |
| 5 | 1.04 ±0.71 | 33.24 ±8.65 | 0.00 ±0.00 | 14.77 ±1.43 |
| 4 | 1.00 ±0.21 | 29.11 ±13.90 | 0.00 ±0.00 | 14.91 ±1.6 |
| 3 | 1.14 ±0.23 | 30.32 ±17.48 | 0.00 ±0.00 | 14.67 ±1.89 |