| 模型 | 时间 | MAE | MAPE (×10−3) | CVRMSE | ||||||
| 周 | 月 | 季 | 周 | 月 | 季 | 周 | 月 | 季 | ||
| LGB | 一天 | 0.24 | 0.25 | 0.26 | 6.3% | 6.5% | 6.6% | 0.95% | 1.00% | 0.99% |
| 三天 | 0.2 | 0.21 | 0.22 | 5.1% | 5.3% | 5.6% | 0.69% | 0.72% | 0.74% | |
| 七天 | 0.24 | 0.24 | 0.25 | 6.0% | 6.1% | 6.3% | 0.80% | 0.84% | 0.86% | |
| XGB | 一天 | 3.21 | 3.21 | 3.24 | 7.7% | 7.40% | 7.70% | 10.82% | 10.54% | 10.47% |
| 三天 | 2.5 | 2.46 | 2.51 | 6.00% | 5.90% | 6.00% | 7.66% | 7.68% | 7.78% | |
| 七天 | 2.89 | 2.73 | 2.9 | 6.70% | 6.30% | 6.70% | 8.59% | 8.01% | 8.64% | |
| 线性 | 一天 | 6.53 | 6.39 | 5.94 | 15.50% | 14.80% | 12.20% | 18.59% | 18.71% | 19.75% |
| 三天 | 5.87 | 5.79 | 5.85 | 13.40% | 12.90% | 12.40% | 17.64% | 17.85% | 19.21% | |
| 七天 | 7.18 | 7.16 | 7.49 | 14.90% | 14.60% | 14.90% | 22.29% | 22.64% | 24.10% | |