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Time-Series Forecasting on Weather (Average Error Reduction in MAPE)

27.41Average Error Reduction in MAPEUEC-Logistic
-7.04521.899910.84519.7901May 20, 2026

Evaluation results

MethodLinks
UEC-Logistic2026.0527.41
UEC-XGBoost2026.0525.23
UEC-Random Forest2026.0518.37
UEC-MLP2026.055.59
AR (No Correction)2026.050
UEC-CNN2026.05-0.41
UEC-Transformer2026.05-2.19
UEC-LSTM2026.05-3.89
UEC-GRU2026.05-3.94
UEC-STD2026.05-5.72