Airline Passenger Load Factor Forecasting on Biman Bangladesh Airlines (BBA) dataset (test)
2.82MAE (Mean Absolute Error)DLSTM-HA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DLSTM-HA2026.05 | 2.82 | 0.56 | 9 | 26.53 | 5.15 | 0.95 | |
| DLSTM-HAInput Sequence=H+V2026.05 | 2.82 | 0.56 | 9 | 26.53 | 5.15 | 0.95 | |
| DLSTM-HAInput Sequence=H2026.05 | 2.96 | 0.59 | 10 | 26.82 | 5.18 | 0.95 | |
| Pan et al.Input Sequence=H2026.05 | 3.15 | 0.58 | 8 | 28.9 | 5.38 | 0.94 | |
| LightGBM2026.05 | 3.29 | 0.59 | 8 | 24.37 | 4.93 | 0.94 | |
| RF2026.05 | 3.32 | 0.6 | 8 | 24.67 | 4.96 | 0.94 | |
| He et al.Input Sequence=H2026.05 | 3.39 | 0.59 | 7 | 28.28 | 5.32 | 0.94 | |
| XGBoost2026.05 | 3.61 | 0.65 | 10 | 27.73 | 5.26 | 0.94 | |
| LR2026.05 | 7.25 | 1.31 | 18 | 575.83 | 23.99 | 0.21 | |
| DLSTM-HAInput Sequence=V2026.05 | 11.76 | 2.33 | 41 | 231.97 | 15.23 | 0.56 | |
| He et al.Input Sequence=V2026.05 | 12.82 | 2.21 | 30 | 262.17 | 16.19 | 0.41 | |
| Pan et al.Input Sequence=V2026.05 | 12.91 | 2.38 | 39 | 250.14 | 15.82 | 0.49 |