Waiting time forecasting on ICN Security Checkpoints (test)
0.387MAETransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerFacility=SC2, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.387 | 0.618 | |
| Transformer-based forecasting frameworkFacility=SC2, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.403 | 0.625 | |
| Seq2Seq LSTMFacility=SC2, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.491 | 0.787 | |
| FFNFacility=SC2, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.542 | 0.874 | |
| TransformerFacility=Avg, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.602 | 0.956 | |
| Transformer-based forecasting frameworkFacility=Avg, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.613 | 0.911 | |
| TransformerFacility=SC4, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.639 | 1.308 | |
| Transformer-based forecasting frameworkFacility=SC4, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.668 | 1.166 | |
| TransformerFacility=SC3, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.673 | 0.923 | |
| Transformer-based forecasting frameworkFacility=SC5, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.683 | 0.922 | |
| Transformer-based forecasting frameworkFacility=SC3, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.699 | 0.929 | |
| TransformerFacility=SC5, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.71 | 0.975 | |
| Seq2Seq LSTMFacility=Avg, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.882 | 1.292 | |
| FFNFacility=Avg, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.936 | 1.358 | |
| Seq2Seq LSTMFacility=SC4, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 0.995 | 1.652 | |
| Seq2Seq LSTMFacility=SC3, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 1.001 | 1.31 | |
| Seq2Seq LSTMFacility=SC5, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 1.042 | 1.42 | |
| FFNFacility=SC3, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 1.047 | 1.391 | |
| FFNFacility=SC4, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 1.065 | 1.716 | |
| FFNFacility=SC5, Prediction lengths=Averaged from all, Wait time unit=minutes2026.05 | 1.09 | 1.452 |