Table 6 Confusion matrix to present test results for all three models.

From: Identifying high crash risk segments in rural roads using ensemble decision tree-based models

Observed classes

Predicted classes

DT

RF

XGBoost

0

1

2 + 

0

1

2 + 

0

1

2 + 

0

68.48

25.60

5.91

68.26

25.62

6.12

67.62

27.67

4.72

1

32.08

45.24

22.68

31.61

41.25

27.14

31.49

48.41

20.09

2 + 

12.96

48.15

38.89

12.96

33.33

53.70

12.96

51.85

35.19