Table 7 The models’ scores.
From: Assessment of resilient modulus of soil using hybrid extreme gradient boosting models
Model | MAE | RMSE | R2 | RPD | MAPE | Total |
|---|---|---|---|---|---|---|
ELM | 4 | 4 | 4 | 4 | 2 | 18 |
KNN | 2 | 2 | 2 | 2 | 3 | 11 |
SVM | 7 | 6 | 6 | 6 | 7 | 32 |
LSSVM | 5 | 5 | 5 | 5 | 6 | 26 |
XGBOOST | 9 | 9 | 9 | 9 | 8 | 44 |
RF | 8 | 7 | 7 | 7 | 9 | 38 |
RBFNN | 3 | 3 | 3 | 3 | 1 | 13 |
BPNN | 6 | 8 | 8 | 8 | 5 | 35 |
GRNN | 1 | 1 | 1 | 1 | 4 | 8 |
BKA-XGOOST | 10 | 10 | 10 | 10 | 10 | 50 |
