Multivariate Time Series Forecasting on ECG
0.052MAEFourierGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FourierGNNInput length=12, Prediction length=122023.11 | 0.052 | 0.078 | 10.97 | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.055 | 0.081 | 11.37 | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.055 | 0.08 | 11.16 | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.055 | 0.08 | 11.75 | |
| InformerInput length=12, Prediction length=122023.11 | 0.056 | 0.085 | 11.99 | |
| ReformerInput length=12, Prediction length=122023.11 | 0.062 | 0.09 | 13.58 | |
| TCNInput length=12, Prediction length=122023.11 | 0.078 | 0.107 | 17.59 | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.079 | 0.115 | 18.68 | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.09 | 0.139 | 35.04 | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.093 | 0.142 | 40.19 | |
| SFMInput length=12, Prediction length=122023.11 | 0.095 | 0.135 | 24.2 | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.1 | 0.13 | 29.62 | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.11 | 0.163 | 43.9 | |
| VARInput length=12, Prediction length=122023.11 | 0.12 | 0.17 | 22.56 |