Table 5 BKA-XGBOOST prediction performance.
From: Assessment of resilient modulus of soil using hybrid extreme gradient boosting models
Runs | MAE (MPa) | RMSE (MPa) | R2 | RPD | MAPE |
|---|---|---|---|---|---|
1 | 0.9126 | 1.409 | 0.9968 | 17.6159 | 0.0315 |
2 | 1.0139 | 1.6803 | 0.9965 | 16.8535 | 0.0339 |
3 | 0.9664 | 1.6523 | 0.9965 | 16.9623 | 0.0339 |
4 | 0.9921 | 1.7202 | 0.9954 | 14.73 | 0.0347 |
5 | 0.9869 | 1.7138 | 0.9947 | 13.7294 | 0.0382 |
6 | 1.028 | 2.3223 | 0.9933 | 12.1773 | 0.0347 |
7 | 0.9065 | 1.3427 | 0.9979 | 21.8586 | 0.0363 |
8 | 0.9605 | 1.4279 | 0.997 | 18.4206 | 0.0364 |
9 | 0.9358 | 2.0438 | 0.9927 | 11.691 | 0.033 |
10 | 1.0471 | 2.4062 | 0.9897 | 9.863 | 0.0413 |
Minimum | 0.9065 | 1.3427 | 0.9897 | 9.863 | 0.0315 |
Maximum | 1.0471 | 2.4062 | 0.9979 | 21.8586 | 0.0413 |
Average | 0.975 | 1.7719 | 0.995 | 15.3902 | 0.0354 |
