表 2. Comparison of algorithms.
算法比较
| 文献 | 模型 | MAE/(mg/周) | PW20% | R 2 |
| [21] | DNN | — | 36.4% | — |
| [20] | XGBoost | 8.979 | — | 0.420 |
| LightGBM | 9.495 | — | 0.327 | |
| CatBoost | 8.773 | — | 0.427 | |
| Fully Connected Layer | 8.742 | — | 0.405 | |
| Mean Pooling | 8.626 | — | 0.418 | |
| Att. Pooling | 8.639 | — | 0.426 | |
| Gated Att. Pooling | 8.580 | — | 0.424 | |
| Max Pooling | 8.471 | 0.437 | ||
| [19] | SVR | 8.96 | 45.88% | — |
| ANN | 9.82 | 41.27% | — | |
| RT | 9.57 | 43.04% | — | |
| MLR | 9.28 | 43.97% | — | |
| RFR | 9.05 | 45.34% | — | |
| BRT | 8.95 | 45.57% | — | |
| MARS | 8.84 | 46.95% | — | |
| LAR | 9.28 | 43.95% | — | |
| BART | 8.87 | 46.03% | — |