Traffic Forecasting on NAVER-Seoul
4.5MAEGWNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GWNetHorizon=15min2021.10 | 4.5 | 14.42 | 6.61 | |
| PM-MemNetHorizon=15min2021.10 | 4.52 | 14.27 | 6.67 | |
| ST-SheafHorizon=15min / horizon 32026.04 | 4.52 | 14.23 | 6.6 | |
| PM-MemNetT=15min2021.10 | 4.57 | 14.43 | 6.72 | |
| STGCNT=15min2021.10 | 4.63 | 14.49 | 6.92 | |
| STGCNHorizon=15min / horizon 32026.04 | 4.63 | 14.49 | 6.92 | |
| STGCNHorizon=15min2021.10 | 4.69 | 14.54 | 7.02 | |
| PM-MemNetHorizon=Avg2021.10 | 4.69 | 14.97 | 7.28 | |
| STDNHorizon=15min / horizon 32026.04 | 4.73 | 14.46 | 6.82 | |
| DCRNNT=15min2021.10 | 4.86 | 15.35 | 7.12 | |
| DCRNNHorizon=15min / horizon 32026.04 | 4.86 | 15.35 | 7.12 | |
| GCRNNT=15min2021.10 | 4.87 | 15.23 | 7.18 | |
| SGPHorizon=15min / horizon 32026.04 | 4.87 | 15.63 | 7.28 | |
| GMANHorizon=15min2021.10 | 4.9 | 15.72 | 7.64 | |
| ASTGCNHorizon=15min2021.10 | 4.91 | 15.55 | 7.23 | |
| GWNetT=15min2021.10 | 4.91 | 14.86 | 7.24 | |
| GW-NetHorizon=15min / horizon 32026.04 | 4.91 | 14.86 | 7.24 | |
| DCRNNHorizon=15min2021.10 | 4.92 | 15.54 | 7.2 | |
| GCRNNHorizon=15min2021.10 | 5 | 15.75 | 7.34 | |
| PM-MemNetHorizon=30min2021.10 | 5.01 | 16.1 | 7.82 | |
| ST-SheafHorizon=30min / horizon 62026.04 | 5.01 | 16.06 | 7.72 | |
| PM-MemNetT=30min2021.10 | 5.04 | 16.34 | 7.86 | |
| ASTGCNT=15min2021.10 | 5.09 | 16.14 | 7.44 | |
| ASTGCNHorizon=15min / horizon 32026.04 | 5.09 | 16.14 | 7.44 | |
| ST-SheafHorizon=60min / horizon 122026.04 | 5.11 | 16.91 | 8.32 | |
| STDNHorizon=30min / horizon 62026.04 | 5.12 | 16.12 | 7.95 | |
| GMANT=15min2021.10 | 5.2 | 16.98 | 8.32 | |
| GMANHorizon=15min / horizon 32026.04 | 5.2 | 16.98 | 8.32 | |
| PM-MemNetT=60min2021.10 | 5.24 | 16.94 | 8.39 | |
| GWNetT=30min2021.10 | 5.26 | 16.16 | 8.13 | |
| GW-NetHorizon=30min / horizon 62026.04 | 5.26 | 16.16 | 8.13 | |
| MLPHorizon=15min2021.10 | 5.28 | 16.69 | 7.78 | |
| MLPT=15min2021.10 | 5.28 | 16.86 | 7.78 | |
| CITRUSHorizon=15min / horizon 32026.04 | 5.29 | 16.78 | 7.8 | |
| PM-MemNetHorizon=60min2021.10 | 5.3 | 17.03 | 8.51 | |
| GMANT=30min2021.10 | 5.35 | 17.47 | 8.67 | |
| GMANHorizon=30min / horizon 62026.04 | 5.35 | 17.47 | 8.67 | |
| PM-MemNetT=90min2021.10 | 5.4 | 17.44 | 8.68 | |
| GMANT=60min2021.10 | 5.48 | 17.89 | 8.94 | |
| GMANHorizon=60min / horizon 122026.04 | 5.48 | 17.89 | 8.94 | |
| SGPHorizon=30min / horizon 62026.04 | 5.48 | 18.12 | 8.61 | |
| STGCNT=30min2021.10 | 5.5 | 17.37 | 8.83 | |
| STGCNHorizon=30min / horizon 62026.04 | 5.5 | 17.37 | 8.83 | |
| ARIMAHorizon=15min / horizon 32026.04 | 5.51 | 15.33 | 8.15 | |
| GWNetT=60min2021.10 | 5.55 | 16.97 | 8.77 | |
| GW-NetHorizon=60min / horizon 122026.04 | 5.55 | 16.97 | 8.77 | |
| GMANT=90min2021.10 | 5.58 | 18.18 | 9.09 | |
| DCRNNT=30min2021.10 | 5.67 | 18.38 | 8.8 | |
| DCRNNHorizon=30min / horizon 62026.04 | 5.67 | 18.38 | 8.8 | |
| ASTGCNT=30min2021.10 | 5.71 | 18.78 | 8.73 | |
| ASTGCNHorizon=30min / horizon 62026.04 | 5.71 | 18.78 | 8.73 | |
| GCRNNT=30min2021.10 | 5.73 | 18.17 | 9.03 | |
| GWNetT=90min2021.10 | 5.87 | 17.89 | 9.33 | |
| STDNHorizon=60min / horizon 122026.04 | 5.94 | 18.01 | 9.02 | |
| SGPHorizon=60min / horizon 122026.04 | 6.01 | 20.04 | 9.64 | |
| ARIMAHorizon=30min / horizon 62026.04 | 6.11 | 18.45 | 9.22 | |
| MLPT=30min2021.10 | 6.13 | 20.05 | 9.51 | |
| CITRUSHorizon=30min / horizon 62026.04 | 6.17 | 20.2 | 9.56 | |
| HAHorizon=15min2021.10 | 6.22 | 19.68 | 9.54 | |
| ASTGCNT=60min2021.10 | 6.22 | 20.37 | 9.58 | |
| ASTGCNHorizon=60min / horizon 122026.04 | 6.22 | 20.37 | 9.58 | |
| DCRNNT=60min2021.10 | 6.4 | 21.09 | 10.06 | |
| DCRNNHorizon=60min / horizon 122026.04 | 6.4 | 21.09 | 10.06 | |
| HAT=15min2021.10 | 6.54 | 18.24 | 9.32 | |
| GCRNNT=60min2021.10 | 6.58 | 20.95 | 10.58 | |
| ASTGCNT=90min2021.10 | 6.76 | 21.83 | 10.32 | |
| STGCNT=60min2021.10 | 6.77 | 20.42 | 10.89 | |
| STGCNHorizon=60min / horizon 122026.04 | 6.77 | 20.42 | 10.89 | |
| DCRNNT=90min2021.10 | 6.86 | 22.74 | 10.69 | |
| MLPT=60min2021.10 | 7.08 | 23.44 | 11.13 | |
| GCRNNT=90min2021.10 | 7.14 | 22.86 | 11.43 | |
| HAT=30min2021.10 | 7.16 | 20.15 | 10.18 | |
| CITRUSHorizon=60min / horizon 122026.04 | 7.16 | 24.1 | 11.31 | |
| MLPT=90min2021.10 | 7.79 | 26.08 | 12.17 | |
| ARIMAHorizon=60min / horizon 122026.04 | 7.85 | 22.16 | 12.23 | |
| STGCNT=90min2021.10 | 8.06 | 22.93 | 12.86 | |
| HAT=60min2021.10 | 8.22 | 23.37 | 11.54 | |
| HAT=90min2021.10 | 9.24 | 26.4 | 12.77 |