Table 3.
Averaged RCI across all the datasets. NVS refers to no variable selection, DVS refers to variable selection based on EBD but no transformation to discrete values, and DVST refers to variable selection based on EBD with transformation to discrete values. RCI values for DVS or DVST that are significantly different from NVS on both statistical tests are shown in bold font.
| Algorithm | NVS | DVS | DVST |
|---|---|---|---|
| SVM-1 | 57.66 | 60.59 | 60.95 |
| SVM-2 | 58.29 | 61.70 | 60.29 |
| RF-10-2 | 53.40 | 55.46 | 56.07 |
| RF-20-2 | 52.98 | 54.41 | 55.36 |
| RF-5-2 | 52.98 | 55.44 | 56.52 |
| NB | 54.37 | 56.48 | 57.71 |
| Average | 54.95 | 57.35 | 57.81 |