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

4.36Average Error Reduction (MSE)UEC-LSTM
-3.7832-1.66910.4452.5591May 20, 2026

Evaluation results

MethodLinks
UEC-LSTM2026.054.36
UEC-CNN2026.053.51
UEC-GRU2026.052.94
UEC-Random Forest2026.050.17
AR (No Correction)2026.050
UEC-MLP2026.05-1.56
UEC-Transformer2026.05-1.66
UEC-XGBoost2026.05-2.08
UEC-STD2026.05-2.62
UEC-Logistic2026.05-3.47