Flight Delay Prediction on Incheon Airport (DEC)
1.0517MAELLM4Delay
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 | 1.0517 | 2.5216 | 12.9409 | 0.9012 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.1215 | 2.9935 | 14.3574 | 0.8828 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2135 | 3.2935 | 14.6287 | 0.871 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2411 | 3.4248 | 15.0885 | 0.8659 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2412 | 3.5114 | 14.5021 | 0.8625 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2573 | 3.6865 | 15.5181 | 0.8556 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.4543 | 10.8973 | 26.4702 | 0.5732 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.5549 | 12.2379 | 26.8059 | 0.5207 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.7108 | 12.9063 | 28.5558 | 0.4946 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.1404 | 17.0171 | 30.6098 | 0.3336 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.384 | 19.1653 | 32.964 | 0.2495 |