Research Article
Study on the Drivers of Inclusive Green Growth in China Based on the Digital Economy Represented by the Internet of Things (IoT)
Table 4
Machine learning model performance measurement.
| Algorithm | Dataset | RMSE | MAE | MAPE | R2 |
| RF | Training set | 2.411 | 1.861 | 9.874 | 0.816 | Testing set | 2.935 | 2.183 | 11.462 | 0.713 |
| XGBoost | Training set | 0.283 | 0.192 | 1.018 | 0.983 | Testing set | 0.291 | 0.189 | 1.012 | 0.972 |
| CatBoost | Training set | 1.43 | 1.072 | 5.717 | 0.931 | Testing set | 1.387 | 1.026 | 5.555 | 0.944 |
| LightGBM | Training set | 1.286 | 0.904 | 4.833 | 0.947 | Testing set | 1.25 | 0.882 | 4.792 | 0.95 |
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