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 |