Traffic Prediction on Los-loop
3.5969RMSEfactorized ST-TGCN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| factorized ST-TGCNTime=15min2021.03 | 3.5969 | 2.2265 | 93.87 | 0.933 | 0.933 | |
| BSTGCNHorizon (T)=15min2020.10 | 4.7585 | 2.915 | 91.85 | 0.881 | 0.8811 | |
| factorized ST-TGCNTime=30min2021.03 | 4.9283 | 2.869 | 91.59 | 0.8749 | 0.8749 | |
| A3T-GCNHorizon (T)=15min2020.10 | 5.0904 | 3.1365 | 91.33 | 0.8653 | 0.8653 | |
| A3T-GCNTime=15min2021.03 | 5.0904 | 3.1365 | 91.33 | 0.8653 | 0.8653 | |
| T-GCNHorizon (T)=15min2020.10 | 5.1264 | 3.1802 | 91.27 | 0.8634 | 0.8634 | |
| T-GCNTime=15min2021.03 | 5.1264 | 3.1802 | 91.72 | 0.8634 | 0.8634 | |
| GRUHorizon (T)=15min2020.10 | 5.2182 | 3.0602 | 91.09 | 0.8576 | 0.8577 | |
| GRUTime=15min2021.03 | 5.2182 | 3.0602 | 91.09 | 0.8576 | 0.8577 | |
| factorized ST-TGCNTime=45min2021.03 | 5.5733 | 3.36 | 90.49 | 0.8402 | 0.8409 | |
| BSTGCNHorizon (T)=30min2020.10 | 5.638 | 3.358 | 90.4 | 0.8354 | 0.8354 | |
| factorized ST-TGCNTime=60min2021.03 | 5.8225 | 3.4772 | 90.06 | 0.8258 | 0.8263 | |
| A3T-GCNHorizon (T)=30min2020.10 | 5.9974 | 3.661 | 89.79 | 0.8137 | 0.8137 | |
| A3T-GCNTime=30min2021.03 | 5.9974 | 3.661 | 89.79 | 0.8137 | 0.8137 | |
| SVRHorizon (T)=15min2020.10 | 6.0084 | 3.7285 | 89.77 | 0.8123 | 0.8146 | |
| SVRTime=15min2021.03 | 6.0084 | 3.7285 | 89.77 | 0.8123 | 0.8146 | |
| T-GCNHorizon (T)=30min2020.10 | 6.0598 | 3.7466 | 89.68 | 0.8098 | 0.81 | |
| T-GCNTime=30min2021.03 | 6.0598 | 3.7466 | 89.68 | 0.8098 | 0.81 | |
| STGCNTime=15min2021.03 | 6.0844 | 3.3577 | 89.58 | 0.8155 | 0.8162 | |
| BSTGCNHorizon (T)=45min2020.10 | 6.213 | 3.644 | 89.42 | 0.8008 | 0.8008 | |
| GRUHorizon (T)=30min2020.10 | 6.2802 | 3.6505 | 89.31 | 0.7957 | 0.7958 | |
| GRUTime=30min2021.03 | 6.2802 | 3.6505 | 89.31 | 0.8015 | 0.7958 | |
| A3T-GCNHorizon (T)=45min2020.10 | 6.684 | 4.1712 | 88.61 | 0.7694 | 0.7705 | |
| A3T-GCNTime=45min2021.03 | 6.684 | 4.1712 | 88.61 | 0.7694 | 0.7705 | |
| T-GCNHorizon (T)=45min2020.10 | 6.7065 | 4.1158 | 88.57 | 0.7679 | 0.7684 | |
| T-GCNTime=45min2021.03 | 6.7065 | 4.1158 | 88.57 | 0.7679 | 0.7684 | |
| BSTGCNHorizon (T)=60min2020.10 | 6.733 | 3.918 | 88.53 | 0.7668 | 0.7669 | |
| SVRHorizon (T)=30min2020.10 | 6.9588 | 3.7248 | 88.15 | 0.7492 | 0.7523 | |
| SVRTime=30min2021.03 | 6.9588 | 3.7248 | 88.15 | 0.7492 | 0.7523 | |
| GRUHorizon (T)=45min2020.10 | 7.0343 | 4.0915 | 88.01 | 0.7446 | 0.7451 | |
| GRUTime=45min2021.03 | 7.0343 | 4.5186 | 88.01 | 0.7446 | 0.7451 | |
| HAHorizon (T)=15min2020.10 | 7.097 | 3.7585 | 86.73 | 0.7382 | 0.7382 | |
| A3T-GCNHorizon (T)=60min2020.10 | 7.099 | 4.2343 | 87.9 | 0.7407 | 0.7415 | |
| A3T-GCNTime=60min2021.03 | 7.099 | 4.2343 | 87.9 | 0.7407 | 0.7415 | |
| T-GCNHorizon (T)=60min2020.10 | 7.2677 | 4.6021 | 87.62 | 0.7283 | 0.729 | |
| T-GCNTime=60min2021.03 | 7.2677 | 4.6021 | 87.62 | 0.7283 | 0.729 | |
| HATime=15min2021.03 | 7.4427 | 4.0145 | 87.33 | 0.7121 | 0.7121 | |
| GRUHorizon (T)=60min2020.10 | 7.6621 | 4.5186 | 86.94 | 0.698 | 0.6984 | |
| GRUTime=60min2021.03 | 7.6621 | 0.7957 | 86.94 | 0.698 | 0.6984 | |
| STGCNTime=30min2021.03 | 7.6831 | 4.1249 | 86.86 | 0.7066 | 0.7098 | |
| SVRHorizon (T)=45min2020.10 | 7.7504 | 4.1288 | 86.8 | 0.6899 | 0.6947 | |
| SVRTime=45min2021.03 | 7.7504 | 4.1288 | 86.8 | 0.6899 | 0.6947 | |
| GCNHorizon (T)=15min2020.10 | 7.7922 | 5.3525 | 85.81 | 0.6843 | 0.6844 | |
| GCNTime=15min2021.03 | 7.7922 | 5.3525 | 86.73 | 0.6843 | 0.6844 | |
| HAHorizon (T)=30min2020.10 | 7.9717 | 4.1692 | 85.81 | 0.6709 | 0.6709 | |
| GCNHorizon (T)=30min2020.10 | 8.3353 | 5.6118 | 84.93 | 0.6402 | 0.6404 | |
| GCNTime=30min2021.03 | 8.3353 | 5.6118 | 85.81 | 0.6402 | 0.6404 | |
| SVRHorizon (T)=60min2020.10 | 8.4388 | 4.5036 | 85.62 | 0.6336 | 0.5593 | |
| SVRTime=60min2021.03 | 8.4388 | 4.5036 | 85.62 | 0.6336 | 0.5593 | |
| STGCNTime=45min2021.03 | 8.6429 | 4.6632 | 85.23 | 0.6295 | 0.6358 | |
| HAHorizon (T)=45min2020.10 | 8.7643 | 4.5646 | 85.07 | 0.6035 | 0.6036 | |
| GCNHorizon (T)=45min2020.10 | 8.8036 | 5.9534 | 85 | 0.5999 | 0.6001 | |
| GCNTime=45min2021.03 | 8.8036 | 5.9534 | 85 | 0.5999 | 0.6001 | |
| GCNHorizon (T)=60min2020.10 | 9.2657 | 6.2892 | 84.21 | 0.5583 | 0.5593 | |
| GCNTime=60min2021.03 | 9.2657 | 6.2892 | 84.21 | 0.5583 | 0.5593 | |
| ARIMAHorizon (T)=30min2020.10 | 9.345 | 7.6891 | 82.75 | — | 0.0031 | |
| ARIMATime=30min2021.03 | 9.345 | 0.6891 | 82.75 | 0.0031 | — | |
| STGCNTime=60min2021.03 | 9.4822 | 5.1523 | 83.8 | 0.5547 | 0.5649 | |
| HAHorizon (T)=60min2020.10 | 9.497 | 4.9491 | 83.82 | 0.536 | 0.5361 | |
| ARIMATime=15min2021.03 | 10.0439 | 7.6832 | 82.75 | 0.0025 | — | |
| ARIMAHorizon (T)=15min2020.10 | 10.044 | 7.6832 | 82.75 | 0.0025 | 0.0025 | |
| ARIMATime=45min2021.03 | 10.0508 | 7.6924 | 82.73 | — | 0.0035 | |
| ARIMAHorizon (T)=45min2020.10 | 10.051 | 7.6924 | 82.73 | — | 0.0035 | |
| ARIMATime=60min2021.03 | 10.0538 | 7.6952 | 82.73 | — | 0.0036 | |
| ARIMAHorizon (T)=60min2020.10 | 10.054 | 7.6952 | 82.73 | — | 0.0036 |