Skip to main content

Table 3 Confusion matrices of 9 models

From: Comparison and development of machine learning tools in the prediction of chronic kidney disease progression

Confusion matrix

Actual

Prediction

Uprotein ≤ 1.0 mg/24 h

Uprotein > 1.0 mg/24 h

LR

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

12

54

Elastic Net

Uprotein ≤ 1.0 mg/24 h

38

7

Uprotein > 1.0 mg/24 h

14

52

Lasso

Uprotein ≤ 1.0 mg/24 h

38

7

Uprotein > 1.0 mg/24 h

14

52

Ridge

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

14

51

SVM

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

13

53

RF

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

14

52

k-NN

Uprotein ≤ 1.0 mg/24 h

33

12

Uprotein > 1.0 mg/24 h

17

49

NN

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

14

52

XGBoost

Uprotein ≤ 1.0 mg/24 h

37

8

Uprotein > 1.0 mg/24 h

11

55