Flight Delay Prediction on Incheon Airport (OCT)
1.0341MAELLM4Delay
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLM4DelayInput Features=PF_{i,t}, PM_t, PT_t, PN_t, Xf_{i,t}, Xa_{i,t}, Xp_{i,t}2025.10 | 1.0341 | 2.6495 | 13.0346 | 91.14 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2592 | 3.2886 | 14.5728 | 89.01 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2786 | 3.6307 | 14.0994 | 87.86 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2988 | 3.5857 | 14.2949 | 88.01 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3822 | 3.9711 | 15.6174 | 86.72 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4748 | 4.4417 | 16.0926 | 85.15 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.6616 | 11.807 | 26.7763 | 60.53 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.7006 | 13.3552 | 25.4415 | 55.35 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.2098 | 17.5511 | 27.8553 | 41.33 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.3628 | 18.9601 | 29.7453 | 36.62 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.6128 | 19.4848 | 33.1498 | 34.86 |