DT | Feature selection/reduction method | Train | Test | ||||
---|---|---|---|---|---|---|---|
Kappa | RMSE | Accuracy (%) | Kappa | RMSE | Accuracy (%) | ||
J48 | –* | 0.88 | 0.2472 | 93.89 | 0.83 | 0.2791 | 91.67 |
CFS | 0.91 | 0.1942 | 95.56 | 0.88 | 0.1968 | 93.75 | |
PCA | 0.63 | 0.4200 | 81.67 | 0.63 | 0.4210 | 81.48 | |
REP | –* | 0.84 | 0.2679 | 92.22 | 0.82 | 0.2888 | 90.91 |
CFS | 0.86 | 0.2557 | 92.78 | 0.83 | 0.2895 | 91.67 | |
PCA | 0.47 | 0.4653 | 73.33 | 0.48 | 0.4986 | 74.074 | |
RT | –* | 0.70 | 0.3873 | 85.00 | 0.70 | 0.3849 | 85.18 |
CFS | 0.87 | 0.2582 | 93.33 | 0.85 | 0.2722 | 92.59 | |
PCA | 0.46 | 0.5217 | 72.78 | 0.42 | 0.5401 | 70.83 |