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. 2026 Apr 10;16:16871. doi: 10.1038/s41598-026-47042-3

Table 8.

Statistical ranking of forecasting models (friedman test).

Model Average Rank
Stacked Regressor 1.21
CatBoost 2.14
XGBoost 2.36
LightGBM 3.02
Gradient Boosting 3.45
LSTM 4.10
Neural Network 4.72