Flight Delay Prediction on BTS 707K 2018 (test)
0.898AUCZhou (2025) two-stage
Evaluation Results
| Method | Links | |
|---|---|---|
| Zhou (2025) two-stageHPO=Yes2026.05 | 0.898 | |
| XGBoost Deep (depth=10)Feat.=27, HPO=No, training_sample=full 5.6M set2026.05 | 0.886 | |
| FlightSense V3 + HPOFeat.=27, HPO=Yes2026.05 | 0.879 | |
| Zhou (2025) single-stageHPO=Yes2026.05 | 0.865 | |
| XGBoost Medium (depth=6)Feat.=27, HPO=No, training_sample=full 5.6M set2026.05 | 0.858 | |
| Random ForestFeat.=27, HPO=No, training_sample=100K sample2026.05 | 0.811 | |
| XGBoost Shallow (depth=3)Feat.=27, HPO=No, training_sample=full 5.6M set2026.05 | 0.811 | |
| Logistic RegressionFeat.=27, HPO=No, training_sample=100K sample2026.05 | 0.764 |