Flight Delay Prediction on Incheon Airport MAY
1.037MAELLM4Delay
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 | 1.037 | 1.9398 | 11.5636 | 0.9266 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.0689 | 2.1717 | 11.6679 | 0.9178 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.2185 | 2.6303 | 13.1959 | 0.9005 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.297 | 3.0825 | 13.2189 | 0.8833 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3059 | 3.0164 | 13.1801 | 0.8858 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.3693 | 3.3592 | 13.9162 | 0.8729 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.4848 | 11.6389 | 21.5967 | 0.5595 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.5018 | 11.239 | 21.0569 | 0.5747 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.7354 | 13.7995 | 23.2693 | 0.4778 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.8061 | 12.4419 | 24.7133 | 0.5291 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 2.9715 | 15.3911 | 25.2661 | 0.4175 |