Table 7 Evaluation summary for the three developed models.

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

No

Name

DT

RF

XGBoost

Type

1

TP0

68.48

68.26

67.62

Positive

2

TP1

45.24

41.25

48.41

Positive

3

TP2 + 

38.89

53.70

35.19

Positive

4

FP0

30.39

30.50

30.38

Negative

5

TP1,2 + 

44.86

41.99

47.62

Positive

6

TPC

69.06

69.50

69.61

Positive

7

FP01

33.81

32.49

33.48

Negative

8

FPC

31.52

31.74

32.38

Negative

9

FP1,2 + 

31.37

31.66

32.17

Negative

10

FP2 + 

6.19

6.48

4.98

Negative