Flight Delay Prediction on Incheon Airport (JAN)
1.3134MAELLM4Delay
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 | 1.3134 | 3.1676 | 10.6527 | 0.586 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5179 | 4.4415 | 11.5601 | 0.4195 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 1.5301 | 4.7279 | 12.2635 | 0.382 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5619 | 4.6605 | 12.3419 | 0.3908 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.5927 | 4.9053 | 12.1432 | 0.3589 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.845 | 5.9152 | 13.815 | 0.2269 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 1.8698 | 7.0316 | 14.7296 | 0.0809 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.1088 | 7.861 | 15.7934 | -0.0275 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 2.2473 | 7.8404 | 15.6943 | -0.0248 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.3288 | 10.5743 | 16.8077 | -0.3821 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.3362 | 16.1035 | 21.599 | -1.1048 |