Multivariate Time Series Forecasting on Electricity (MAE, RMSE, MAPE)
0.051MAEFourierGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FourierGNNInput length=12, Prediction length=122023.11 | 0.051 | 0.077 | 24.28 | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.055 | 0.081 | 25.84 | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.056 | 0.083 | 25.94 | |
| TCNInput length=12, Prediction length=122023.11 | 0.057 | 0.083 | 26.64 | |
| InformerInput length=12, Prediction length=122023.11 | 0.07 | 0.119 | 32.66 | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.07 | 0.101 | — | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.074 | 0.116 | 26.08 | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.075 | 0.138 | 29.95 | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.077 | 0.113 | 29.77 | |
| ReformerInput length=12, Prediction length=122023.11 | 0.078 | 0.129 | 33.37 | |
| SFMInput length=12, Prediction length=122023.11 | 0.086 | 0.129 | 33.71 | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.09 | 0.131 | 29.4 | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.094 | 0.14 | 37.01 | |
| VARInput length=12, Prediction length=122023.11 | 0.101 | 0.163 | 43.11 |