Research Article
Predicting Flight Delays with Machine Learning: A Case Study from Saudi Arabian Airlines
Table 3
Comparison of performance results of different ML-based models on our test dataset for our classification task.
| | CatBoost | XGBoost | LightGBM | MLP | Random forests |
| Accuracy | 76 | 73.1 | 73.2 | 72.5 | 71.3 | Recall | 74.8 | 71.6 | 71.7 | 71.1 | 69.8 | Precision | 75.6 | 72.6 | 72.6 | 71.8 | 70.6 | -score | 75.1 | 71.9 | 72 | 71.4 | 70.1 | AUC | 0.74 | 0.72 | 0.72 | 0.71 | 0.7 |
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