Table 1 Adaboost regression, Catboost regression, Gbdt regression statistical results
algorithms | indexes | Training set | Cross-validation set |
|---|---|---|---|
Adaboost | MSE | 0.036 | 5.323 |
RMSE | 0.189 | 2.281 | |
MAE | 0.064 | 1.644 | |
Catboost | MSE | 0.329 | 4.361 |
RMSE | 0.574 | 2.058 | |
MAE | 0.434 | 1.542 | |
Gbdt | MSE | 0.007 | 6.723 |
RMSE | 0.086 | 2.571 | |
MAE | 0.041 | 1.963 |