Time-Series Forecasting on ETTh1 (Average Error Reduction in MAPE)
12.44Avg Error Reduction in MAPEUEC-Random Forest
Evaluation results
| Method | Links | |
|---|---|---|
| UEC-Random Forest2026.05 | 12.44 | |
| UEC-Transformer2026.05 | 12.11 | |
| UEC-MLP2026.05 | 9.12 | |
| UEC-CNN2026.05 | 8.73 | |
| UEC-LSTM2026.05 | 7.07 | |
| UEC-GRU2026.05 | 6.01 | |
| UEC-XGBoost2026.05 | 3.79 | |
| UEC-Logistic2026.05 | 0.41 | |
| AR (No Correction)2026.05 | 0 | |
| UEC-STD2026.05 | -8.71 |