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Table 4 The improvement of model performance attributed to environmental features estimated by SHAP

From: Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning

 

MAE

RMSE

MAPE

R2

Baseline + SHAP values of HAs features and calendar features

12.306

16.584

0.152

0.775

Final prediction

11.855

16.078

0.145

0.789

Improvement

3.665%

3.054%

4.306%

1.743%