Table 7.
The Performance of the 1000 Synthetic Dataset
| Datasets | REPTree | RF | ||||
|---|---|---|---|---|---|---|
| Training Set | Test Set | Correlation | RMSE | Nodes | Correlation | RMSE |
| 1000syn | COPD18_authentic | 0.566 | 86.678 | 17 | 0.4954 | 91.8444 |
| Cross-validated dataset | ||||||
| 1000syn | 0.6399 | 75.6252 | 17 | 0.6408 | 75.5562 | |
Abbreviations: RepTree, Reduced Error Pruning Tree; RF, Random Forest; RMSE, root mean square error.