Multi-step short-term forecasting on COVID-19 (test)
0.071MAEFreTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FreTSInput length=12, Prediction length=32023.11 | 0.071 | 0.103 | |
| GraphWaveNetInput length=12, Prediction length=32023.11 | 0.092 | 0.129 | |
| FreTSInput length=12, Prediction length=62023.11 | 0.093 | 0.131 | |
| FreTSInput length=12, Prediction length=92023.11 | 0.109 | 0.148 | |
| FreTSInput length=12, Prediction length=122023.11 | 0.124 | 0.164 | |
| AGCRNInput length=12, Prediction length=32023.11 | 0.13 | 0.172 | |
| GraphWaveNetInput length=12, Prediction length=62023.11 | 0.133 | 0.179 | |
| ReformerInput length=12, Prediction length=62023.11 | 0.139 | 0.186 | |
| TAMP-S2GCNetsInput length=12, Prediction length=32023.11 | 0.14 | 0.19 | |
| AutoformerInput length=12, Prediction length=62023.11 | 0.144 | 0.191 | |
| ReformerInput length=12, Prediction length=92023.11 | 0.148 | 0.197 | |
| TAMP-S2GCNetsInput length=12, Prediction length=62023.11 | 0.15 | 0.2 | |
| AutoformerInput length=12, Prediction length=92023.11 | 0.152 | 0.201 | |
| ReformerInput length=12, Prediction length=122023.11 | 0.152 | 0.209 | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.159 | 0.211 | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.16 | 0.219 | |
| FEDformerInput length=12, Prediction length=62023.11 | 0.169 | 0.242 | |
| TAMP-S2GCNetsInput length=12, Prediction length=92023.11 | 0.17 | 0.23 | |
| AGCRNInput length=12, Prediction length=62023.11 | 0.171 | 0.218 | |
| GraphWaveNetInput length=12, Prediction length=92023.11 | 0.171 | 0.225 | |
| FEDformerInput length=12, Prediction length=92023.11 | 0.175 | 0.247 | |
| TAMP-S2GCNetsInput length=12, Prediction length=122023.11 | 0.18 | 0.23 | |
| InformerInput length=12, Prediction length=92023.11 | 0.184 | 0.242 | |
| InformerInput length=12, Prediction length=62023.11 | 0.19 | 0.245 | |
| InformerInput length=12, Prediction length=122023.11 | 0.2 | 0.259 | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.201 | 0.255 | |
| ReformerInput length=12, Prediction length=32023.11 | 0.212 | 0.282 | |
| AutoformerInput length=12, Prediction length=32023.11 | 0.212 | 0.28 | |
| AGCRNInput length=12, Prediction length=92023.11 | 0.224 | 0.277 | |
| InformerInput length=12, Prediction length=32023.11 | 0.234 | 0.312 | |
| FEDformerInput length=12, Prediction length=32023.11 | 0.246 | 0.328 | |
| StemGNNInput length=12, Prediction length=32023.11 | 0.247 | 0.318 | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.254 | 0.309 | |
| ModePlaitForecasting steps=52025.02 | 0.268 | 0.588 | |
| MTGNNInput length=12, Prediction length=32023.11 | 0.276 | 0.379 | |
| PatchTSTForecasting steps=52025.02 | 0.299 | 0.64 | |
| TimesNetForecasting steps=52025.02 | 0.314 | 0.659 | |
| StemGNNInput length=12, Prediction length=62023.11 | 0.344 | 0.429 | |
| StemGNNInput length=12, Prediction length=92023.11 | 0.359 | 0.442 | |
| ModePlaitForecasting steps=102025.02 | 0.361 | 0.74 | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.394 | 0.488 | |
| TimesNetForecasting steps=102025.02 | 0.41 | 0.841 | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.421 | 0.508 | |
| MTGNNInput length=12, Prediction length=62023.11 | 0.446 | 0.513 | |
| ModePlaitForecasting steps=152025.02 | 0.461 | 0.932 | |
| MTGNNInput length=12, Prediction length=92023.11 | 0.484 | 0.548 | |
| TimesNetForecasting steps=152025.02 | 0.516 | 1.026 | |
| PatchTSTForecasting steps=102025.02 | 0.523 | 1.053 | |
| OrbitMapForecasting steps=52025.02 | 0.646 | 1.117 | |
| ARIMAForecasting steps=52025.02 | 0.675 | 1.259 | |
| PatchTSTForecasting steps=152025.02 | 0.686 | 1.309 | |
| ARIMAForecasting steps=102025.02 | 0.687 | 1.26 | |
| DeepARForecasting steps=152025.02 | 0.69 | 1.265 | |
| DeepARForecasting steps=52025.02 | 0.691 | 1.241 | |
| DeepARForecasting steps=102025.02 | 0.693 | 1.255 | |
| ARIMAForecasting steps=152025.02 | 0.718 | 1.277 | |
| OrbitMapForecasting steps=102025.02 | 0.784 | 1.353 | |
| OrbitMapForecasting steps=152025.02 | 0.792 | 1.351 |