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Table 7 Comparison of the results obtained with and without PCA

From: Improving stroke risk prediction by integrating XGBoost, optimized principal component analysis, and explainable artificial intelligence

 

Precision

Recall

f1-score

Support

Without

PCA

With PCA

Without PCA

With PCA

Without PCA

With PCA

Without PCA

With PCA

0

0.98

0.99

0.92

0.97

0.95

0.98

136758

10613

1

0.93

0.97

0.98

0.99

0.96

0.98

137596

10605

accuracy

    

0.95

0.98

274354

21218

macro avg

0.96

0.98

0.95

0.98

0.95

0.98

274354

21218

weighted avg

0.96

0.98

0.95

0.98

0.95

0.98

273454

21218