Multivariate Time Series Forecasting on Traffic (MAE, RMSE, MAPE)
0.011MAEFourierGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FourierGNNInput length=12, Prediction length=122023.11 | 0.011 | 0.023 | 28.71 | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.013 | 0.034 | 33.78 | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.013 | 0.03 | 29.53 | |
| InformerInput length=12, Prediction length=122023.11 | 0.02 | 0.033 | 59.34 | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.025 | 0.037 | 33.32 | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.025 | 0.038 | 85.12 | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.026 | 0.057 | 25.77 | |
| SFMInput length=12, Prediction length=122023.11 | 0.029 | 0.044 | 59.33 | |
| ReformerInput length=12, Prediction length=122023.11 | 0.029 | 0.042 | 112.58 | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.029 | 0.043 | 100.02 | |
| TCNInput length=12, Prediction length=122023.11 | 0.052 | 0.067 | — | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.08 | 0.135 | 64.51 | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.084 | 0.166 | 31.73 | |
| VARInput length=12, Prediction length=122023.11 | 0.535 | 1.133 | 550.12 |