Flight Delay Prediction on Incheon Airport (AUG)
1.0162MAELLM4Delay
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 | 1.0162 | 2.2915 | 12.2422 | 0.9236 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3696 | 3.9255 | 15.0029 | 0.8692 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4797 | 4.7723 | 15.9006 | 0.841 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4932 | 4.665 | 15.3973 | 0.8446 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.4946 | 4.7767 | 15.2141 | 0.8408 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.6129 | 4.9553 | 16.9827 | 0.8349 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.3401 | 18.2157 | 29.5827 | 0.3931 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.4941 | 22.0848 | 28.003 | 0.2641 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.5705 | 21.8087 | 31.5866 | 0.2733 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.7167 | 24.5053 | 31.1506 | 0.1835 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 4.1258 | 26.9343 | 34.6812 | 0.1026 |