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Time-Series Forecasting on Sunspot (Average Error Reduction (MSE))

38.41Average Error Reduction (MSE)UEC-XGBoost
-5.30126.046917.39528.7431May 20, 2026

Evaluation results

MethodLinks
UEC-XGBoost2026.0538.41
UEC-Random Forest2026.0519.86
UEC-Logistic2026.054.97
UEC-Transformer2026.054.36
UEC-LSTM2026.051.28
UEC-GRU2026.051.21
AR (No Correction)2026.050
UEC-CNN2026.05-2.08
UEC-MLP2026.05-2.87
UEC-STD2026.05-3.62