Time-Series Forecasting on Sunspot (Average Error Reduction)
19.4Avg Error Reduction (MAE)UEC-XGBoost
Evaluation results
| Method | Links | |
|---|---|---|
| UEC-XGBoost2026.05 | 19.4 | |
| UEC-Random Forest2026.05 | 11.39 | |
| UEC-Logistic2026.05 | 8.72 | |
| UEC-Transformer2026.05 | 1.29 | |
| UEC-LSTM2026.05 | 0.94 | |
| UEC-GRU2026.05 | 0.76 | |
| UEC-CNN2026.05 | 0.58 | |
| AR (No Correction)2026.05 | 0 | |
| UEC-MLP2026.05 | -0.53 | |
| UEC-STD2026.05 | -1.74 |