Table 6.
10-Fold Cross-Validated Models
| Dataset | REPTree | RF | |||
|---|---|---|---|---|---|
| Correlation | RMSE | Nodes | Correlation | RMSE | |
| Authentic | − 0.6084 | 119.0339 | 5 | 0.1889 | 105.9907 |
| 1000syn | 0.6399 | 75.6252 | 17 | 0.6408 | 75.5562 |
| 2000syn | 0.6447 | 80.8876 | 21 | 0.6203 | 83.0392 |
| 3000syn | 0.631 | 77.5511 | 47 | 0.6121 | 79.5851 |
| 4000syn | 0.631 | 79.9781 | 51 | 0.6105 | 81.7041 |
| 5000syn | 0.6306 | 78.3859 | 29 | 0.6237 | 78.9413 |
| 10000syn | 0.6361 | 80.3389 | 143 | 0.6285 | 80.9951 |
Abbreviations: RepTree, Reduced Error Pruning Tree; RF, Random Forest; RMSE, root mean square error.