Table 6 Validation of all models using the IRI.

From: Utilizing spatial artificial intelligence to develop pavement performance indices: a case study

ML

AUC

CA

F1

Pre

Recall

MCC

R F

97.1

87.6

87.1

92.3

87.6

83.5

ANN

95.5

83.2

81.9

80.1

83.8

75.8

DT

95.8

84.2

82.2

80.8

84.2

76.5

AdaBoost

95.8

84.2

82.2

80.8

84.2

76.5

SVM

94.8

81.5

80.1

79.6

81.3

74.3