Table 2.
Average of accuracy measures of the scores.
| Method | R package | Kappa | Overall accuracy | Sensitivity | Specificity | Balanced accuracy | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2 | 0 | 1 | 2 | 0 | 1 | 2 | ||||
| CART | rpart | 0.92 | 0.95 | 0.89 | 0.97 | 0.97 | 0.98 | 0.96 | 0.99 | 0.93 | 0.96 | 0.98 |
| Random Forest | randomForest | 0.92 | 0.95 | 0.89 | 0.95 | 10.0 | 0.99 | 0.96 | 0.97 | 0.94 | 0.95 | 0.99 |
| Gradient Boosting | gbm | 0.94 | 0.96 | 0.89 | 0.97 | 10.0 | 0.99 | 0.96 | 0.99 | 0.94 | 0.96 | 0.99 |
| Support Vector Machine | kernlab | 0.92 | 0.95 | 0.94 | 0.93 | 10.0 | 0.98 | 0.98 | 0.97 | 0.96 | 0.96 | 0.99 |