Time Series Forecasting on ETTm1 (MAPE Error Reduction)
2.31Average MAPE Error ReductionUEC-XGBoost
Evaluation results
| Method | Links | |
|---|---|---|
| UEC-XGBoost2026.05 | 2.31 | |
| UEC-LSTM2026.05 | 1.79 | |
| UEC-Random Forest2026.05 | 0.93 | |
| UEC-Logistic2026.05 | 0.57 | |
| AR (No Correction)2026.05 | 0 | |
| UEC-GRU2026.05 | -0.52 | |
| UEC-MLP2026.05 | -1.55 | |
| UEC-CNN2026.05 | -2.15 | |
| UEC-Transformer2026.05 | -2.22 | |
| UEC-STD2026.05 | -4.28 |