Flight Delay Prediction on Incheon Airport (APR)
1.0248MAELLM4Delay
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 | 1.0248 | 2.387 | 13.3925 | 0.9083 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2388 | 3.169 | 15.4589 | 0.8782 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4415 | 3.93 | 17.1905 | 0.849 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4682 | 3.9092 | 18.082 | 0.8498 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5456 | 4.1649 | 18.15 | 0.84 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5921 | 4.8667 | 18.6489 | 0.813 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.6433 | 14.2009 | 24.4245 | 0.4544 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.7696 | 16.5707 | 25.2565 | 0.3633 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.3816 | 21.1614 | 29.7682 | 0.1869 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.6143 | 22.3557 | 31.1118 | 0.1411 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 4.6326 | 36.2099 | 37.4309 | -0.3912 |