Traffic Prediction on SZ-taxi
3.108RMSEfactorized ST-TGCN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| factorized ST-TGCNTime=15min2021.03 | 3.108 | 2.0198 | 78.35 | 0.9114 | 0.9114 | |
| factorized ST-TGCNTime=30min2021.03 | 3.5181 | 2.2951 | 75.48 | 0.8865 | 0.8865 | |
| factorized ST-TGCNTime=45min2021.03 | 3.6039 | 2.3689 | 74.88 | 0.8809 | 0.8809 | |
| factorized ST-TGCNTime=60min2021.03 | 3.7358 | 2.4476 | 73.96 | 0.872 | 0.872 | |
| A3T-GCNHorizon (T)=15min2020.10 | 3.8989 | 2.684 | 73.18 | 0.8512 | 0.8512 | |
| A3T-GCNTime=15min2021.03 | 3.8989 | 2.684 | 73.18 | 0.8512 | 0.8512 | |
| T-GCNTime=15min2021.03 | 3.9162 | 2.7061 | 73.06 | 0.8541 | 0.8626 | |
| A3T-GCNHorizon (T)=30min2020.10 | 3.9228 | 2.7038 | 73.02 | 0.8493 | 0.8493 | |
| A3T-GCNTime=30min2021.03 | 3.9228 | 2.7038 | 73.02 | 0.8493 | 0.8493 | |
| T-GCNHorizon (T)=15min2020.10 | 3.9325 | 2.7145 | 72.95 | 0.8539 | 0.8539 | |
| A3T-GCNHorizon (T)=45min2020.10 | 3.9461 | 2.7261 | 72.86 | 0.8474 | 0.8474 | |
| A3T-GCNTime=45min2021.03 | 3.9461 | 2.7261 | 72.86 | 0.8474 | 0.8474 | |
| T-GCNTime=30min2021.03 | 3.9617 | 2.7452 | 72.75 | 0.8523 | 0.8523 | |
| BSTGCNHorizon (T)=15min2020.10 | 3.967 | 2.649 | 72.37 | 0.8557 | 0.8557 | |
| A3T-GCNHorizon (T)=60min2020.10 | 3.9707 | 2.7391 | 72.69 | 0.8454 | 0.8454 | |
| A3T-GCNTime=60min2021.03 | 3.9707 | 2.7391 | 72.69 | 0.8454 | 0.8454 | |
| T-GCNHorizon (T)=30min2020.10 | 3.974 | 2.7522 | 72.67 | 0.8451 | 0.8451 | |
| T-GCNHorizon (T)=45min2020.10 | 3.991 | 2.7645 | 72.55 | 0.8436 | 0.8436 | |
| STGCNTime=15min2021.03 | 3.9941 | 2.6608 | 72.11 | 0.8525 | 0.8529 | |
| T-GCNTime=45min2021.03 | 3.995 | 2.7666 | 75.52 | 0.8509 | 0.8509 | |
| GRUHorizon (T)=15min2020.10 | 3.9994 | 2.5955 | 72.49 | 0.8329 | 0.8329 | |
| GRUTime=15min2021.03 | 3.9994 | 2.5955 | 72.49 | 0.8329 | 0.8329 | |
| BSTGCNHorizon (T)=30min2020.10 | 4.001 | 2.653 | 72.13 | 0.8531 | 0.8532 | |
| T-GCNHorizon (T)=60min2020.10 | 4.0099 | 2.786 | 72.42 | 0.8421 | 0.8421 | |
| BSTGCNHorizon (T)=45min2020.10 | 4.011 | 2.678 | 72.06 | 0.8525 | 0.8526 | |
| T-GCNTime=60min2021.03 | 4.0141 | 2.7889 | 72.38 | 0.8503 | 0.8504 | |
| BSTGCNHorizon (T)=60min2020.10 | 4.027 | 2.686 | 71.95 | 0.8513 | 0.8514 | |
| STGCNTime=30min2021.03 | 4.0336 | 2.6937 | 71.86 | 0.8498 | 0.8503 | |
| STGCNTime=45min2021.03 | 4.0553 | 2.7205 | 71.73 | 0.8482 | 0.8491 | |
| STGCNTime=60min2021.03 | 4.0666 | 2.7334 | 71.69 | 0.8475 | 0.8484 | |
| GRUHorizon (T)=60min2020.10 | 4.0747 | 2.7712 | 71.97 | 0.8266 | 0.8267 | |
| GRUTime=60min2021.03 | 4.0747 | 2.7712 | 71.97 | 0.8266 | 0.8267 | |
| GRUHorizon (T)=30min2020.10 | 4.0942 | 2.6906 | 71.84 | 0.8249 | 0.825 | |
| GRUTime=30min2021.03 | 4.0942 | 2.6906 | 71.84 | 0.8249 | 0.825 | |
| SVRHorizon (T)=15min2020.10 | 4.1455 | 2.6233 | 71.12 | 0.8423 | 0.8424 | |
| SVRTime=15min2021.03 | 4.1455 | 2.6233 | 71.12 | 0.8423 | 0.8424 | |
| GRUHorizon (T)=45min2020.10 | 4.1534 | 2.7743 | 71.43 | 0.8198 | 0.8199 | |
| GRUTime=45min2021.03 | 4.1534 | 2.7743 | 71.43 | 0.8198 | 0.8199 | |
| SVRHorizon (T)=30min2020.10 | 4.1628 | 2.6875 | 71 | 0.841 | 0.8413 | |
| SVRTime=30min2021.03 | 4.1628 | 2.6875 | 71 | 0.841 | 0.8413 | |
| SVRHorizon (T)=45min2020.10 | 4.1885 | 2.7359 | 70.82 | 0.8391 | 0.8397 | |
| SVRTime=45min2021.03 | 4.1885 | 2.7359 | 70.82 | 0.8391 | 0.8397 | |
| SVRHorizon (T)=60min2020.10 | 4.2156 | 2.7751 | 70.63 | 0.837 | 0.8379 | |
| SVRTime=60min2021.03 | 4.2156 | 2.7751 | 70.63 | 0.837 | 0.8379 | |
| HAHorizon (T)=15min2020.10 | 4.2951 | 2.7815 | 70.98 | 0.8307 | 0.8307 | |
| HATime=15min2021.03 | 4.2951 | 2.7815 | 70.08 | 0.8307 | 0.8307 | |
| HAHorizon (T)=30min2020.10 | 4.3481 | 2.8171 | 69.71 | 0.8266 | 0.8266 | |
| HAHorizon (T)=45min2020.10 | 4.391 | 2.848 | 69.41 | 0.8232 | 0.8232 | |
| HAHorizon (T)=60min2020.10 | 4.4312 | 2.8754 | 69.13 | 0.8199 | 0.8199 | |
| GCNHorizon (T)=15min2020.10 | 5.6596 | 4.2367 | 61.07 | 0.6654 | 0.6655 | |
| GCNTime=15min2021.03 | 5.6596 | 4.2367 | 61.07 | 0.6654 | 0.6655 | |
| GCNHorizon (T)=30min2020.10 | 5.6918 | 4.2647 | 60.85 | 0.6616 | 0.6617 | |
| GCNTime=30min2021.03 | 5.6918 | 4.2647 | 60.85 | 0.6616 | 0.6617 | |
| GCNHorizon (T)=45min2020.10 | 5.7142 | 4.2844 | 60.69 | 0.6589 | 0.659 | |
| GCNTime=45min2021.03 | 5.7142 | 4.2844 | 60.69 | 0.6589 | 0.6564 | |
| GCNHorizon (T)=60min2020.10 | 5.7361 | 4.3034 | 60.54 | 0.6564 | 0.6564 | |
| GCNTime=60min2021.03 | 5.7361 | 4.3034 | 60.54 | 0.659 | 0.6564 | |
| ARIMAHorizon (T)=60min2020.10 | 6.7708 | 4.6655 | 38.51 | — | 0.0111 | |
| ARIMATime=60min2021.03 | 6.7708 | 4.6655 | 38.51 | — | 0.0111 | |
| ARIMAHorizon (T)=45min2020.10 | 6.7852 | 4.6734 | 38.47 | — | 0.0087 | |
| ARIMATime=45min2021.03 | 6.7852 | 4.6734 | 38.47 | — | 0.0087 | |
| ARIMAHorizon (T)=30min2020.10 | 6.7899 | 4.6765 | 38.45 | — | 0.0081 | |
| ARIMATime=30min2021.03 | 6.7899 | 4.6765 | 38.45 | — | 0.0081 | |
| ARIMAHorizon (T)=15min2020.10 | 7.2406 | 4.9824 | 44.63 | — | 0.0035 | |
| ARIMATime=15min2021.03 | 7.2406 | 4.9824 | 44.63 | — | 0.0035 |