Flight Delay Prediction on Incheon Airport (JUL)
1.1582MAETCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.1582 | 4.6671 | 12.1869 | 82.62 | |
| LLM4DelayInput Features=PF_{i,t}, PM_t, PT_t, PN_t, Xf_{i,t}, Xa_{i,t}, Xp_{i,t}2025.10 | 1.179 | 4.6274 | 12.5378 | 82.76 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3094 | 5.596 | 13.5939 | 79.15 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3426 | 4.9695 | 14.2589 | 81.49 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3615 | 5.6562 | 14.1041 | 78.93 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5128 | 6.2982 | 15.0553 | 76.54 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.5511 | 13.2979 | 23.6507 | 50.47 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.6081 | 13.4513 | 23.1822 | 49.89 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.7224 | 15.1147 | 23.3292 | 43.7 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.1782 | 18.5718 | 27.6169 | 30.82 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.1979 | 18.1664 | 28.9473 | 32.33 |