Traffic Speed Forecasting on PeMSD7 Large (test)
2.27MAE3D-TGCN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3D-TGCNPrediction Horizon=15 min2019.03 | 2.27 | — | — | — | — | — | — | — | — | — | 5.31 | 4.18 | |
| DCRNNPrediction Horizon=15 min2019.03 | 2.36 | — | — | — | — | — | — | — | — | — | 5.51 | 4.45 | |
| STGCNPrediction Horizon=15 min2019.03 | 2.37 | — | — | — | — | — | — | — | — | — | 5.56 | 4.32 | |
| FNNPrediction Horizon=15 min2019.03 | 2.61 | — | — | — | — | — | — | — | — | — | 6.11 | 4.74 | |
| LSVRPrediction Horizon=15 min2019.03 | 2.69 | — | — | — | — | — | — | — | — | — | 6.27 | 4.88 | |
| 3D-TGCNPrediction Horizon=30 min2019.03 | 3.16 | — | — | — | — | — | — | — | — | — | 7.85 | 5.71 | |
| DCRNNPrediction Horizon=30 min2019.03 | 3.24 | — | — | — | — | — | — | — | — | — | 8.18 | 6.31 | |
| STGCNPrediction Horizon=30 min2019.03 | 3.27 | — | — | — | — | — | — | — | — | — | 7.98 | 6.21 | |
| FNNPrediction Horizon=30 min2019.03 | 3.71 | — | — | — | — | — | — | — | — | — | 9.2 | 6.76 | |
| 3D-TGCNPrediction Horizon=60 min2019.03 | 3.79 | — | — | — | — | — | — | — | — | — | 9.76 | 7.13 | |
| LSVRPrediction Horizon=30 min2019.03 | 3.85 | — | — | — | — | — | — | — | — | — | 9.48 | 7.1 | |
| DCRNNPrediction Horizon=60 min2019.03 | 4.34 | — | — | — | — | — | — | — | — | — | 11.91 | 8.33 | |
| STGCNPrediction Horizon=60 min2019.03 | 4.35 | — | — | — | — | — | — | — | — | — | 11.17 | 8.27 | |
| FC-LSTMPrediction Horizon=15 min2019.03 | 4.36 | — | — | — | — | — | — | — | — | — | 11.1 | 7.68 | |
| FC-LSTMPrediction Horizon=30 min2019.03 | 4.51 | — | — | — | — | — | — | — | — | — | 11.41 | 7.94 | |
| HAPrediction Horizon=15/30/60 min (Average)2019.03 | 4.6 | — | — | — | — | — | — | — | — | — | 12.5 | 8.05 | |
| FC-LSTMPrediction Horizon=60 min2019.03 | 4.66 | — | — | — | — | — | — | — | — | — | 11.69 | 8.2 | |
| LSVRPrediction Horizon=60 min2019.03 | 4.79 | — | — | — | — | — | — | — | — | — | 12.42 | 8.72 | |
| FNNPrediction Horizon=60 min2019.03 | 5.36 | — | — | — | — | — | — | — | — | — | 14.68 | 9.09 | |
| ARIMA2017.09 | — | 5.5 | 5.87 | 6.3 | 12.3 | 13.54 | 14.85 | 8.63 | 8.96 | 9.39 | — | — | |
| FC-LSTM2017.09 | — | 4.38 | 4.51 | 4.66 | 11.1 | 11.41 | 11.69 | 7.68 | 7.94 | 8.2 | — | — | |
| FNN2017.09 | — | 2.74 | 3.92 | 4.78 | 7.11 | 10.89 | 13.56 | 4.87 | 7.02 | 8.46 | — | — | |
| GCGRUBatch Size=Half2017.09 | — | 2.48 | 3.43 | 4.12 | 5.76 | 8.45 | 10.51 | 4.4 | 6.25 | 7.49 | — | — | |
| HA2017.09 | — | 4.6 | 4.6 | 4.6 | 12.5 | 12.5 | 12.5 | 8.05 | 8.05 | 8.05 | — | — | |
| LSVR2017.09 | — | 2.69 | 3.85 | 4.79 | 6.27 | 9.48 | 12.42 | 4.88 | 7.1 | 8.72 | — | — | |
| STGCN(1st)2017.09 | — | 2.4 | 3.31 | 4.01 | 5.63 | 8.21 | 10.12 | 4.38 | 6.43 | 7.81 | — | — | |
| STGCN(Cheb)2017.09 | — | 2.37 | 3.27 | 3.97 | 5.56 | 7.98 | 9.73 | 4.32 | 6.21 | 7.45 | — | — |