Flight Delay Prediction on Incheon Airport (FEB)
1.1296MAELLM4Delay
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 | 1.1296 | 3.0012 | 9.5119 | 0.8865 | |
| Inverted TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.6226 | 5.2572 | 13.0623 | 0.8012 | |
| TransformerInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.7082 | 5.7577 | 13.349 | 0.7822 | |
| TCNInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.7293 | 6.3228 | 13.4114 | 0.7609 | |
| LSTMInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.8376 | 7.1766 | 14.7805 | 0.7286 | |
| LSTM-AttentionInput Features=FF_i, FM_t, Na_{i,t}, Xf_{i,t}2025.10 | 1.9572 | 7.7931 | 14.2967 | 0.7053 | |
| SVMInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.9226 | 24.6755 | 26.8721 | 0.0668 | |
| MLPInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.9551 | 24.7174 | 26.1965 | 0.0652 | |
| Random ForestInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 3.9847 | 27.0162 | 25.77 | -0.0217 | |
| XGBoostInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 4.0814 | 29.2474 | 26.5705 | -0.1061 | |
| Linear RegressionInput Features=FF_i, FM_t, Na_{i,t}2025.10 | 5.0626 | 37.8387 | 30.7965 | -0.431 |