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Table 5 Comparison of the obtained results with the existing ones

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

 

Precision

Recall

f1-score

Support

[21]

Our approach

[21]

Our approach

[21]

Our approach

[21]

Our approach

a)

b)

a)

b)

a)

b)

a)

b)

0

0.97

0.95

0.96

0.87

0.97

0.93

0.92

0.96

0.94

960

960

976

1

0.21

0.24

0.93

0.52

0.15

0.96

0.29

0.18

0.95

62

62

968

accuracy

      

0.85

0.92

0.95

1022

1022

1944

macro avg

0.59

0.59

0.95

0.69

0.56

0.95

0.61

0.57

0.95

1022

1022

1944

weighted avg

0.92

0.90

0.95

0.85

0.92

0.95

0.88

0.92

0.95

1022

1022

1944