Multivariate Long-Term Time Series Forecasting on Electricity Multivariate (test)
0.129MSEPatchMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchMixerPrediction length (T)=96, Look-back window (L)=3362023.10 | 0.129 | 0.221 | |
| PatchTSTPrediction length (T)=96, Look-back window (L)=3362023.10 | 0.13 | 0.222 | |
| LinearHorizon (T)=962022.05 | 0.14 | 0.237 | |
| DLinearHorizon (T)=962022.05 | 0.14 | 0.237 | |
| DLinearPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.14 | 0.237 | |
| NLinearHorizon (T)=962022.05 | 0.141 | 0.237 | |
| LinearHorizon (T)=1922022.05 | 0.153 | 0.25 | |
| DLinearHorizon (T)=1922022.05 | 0.153 | 0.249 | |
| MICNPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.153 | 0.264 | |
| NLinearHorizon (T)=1922022.05 | 0.154 | 0.248 | |
| TimesNetPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.168 | 0.272 | |
| LinearHorizon (T)=3362022.05 | 0.169 | 0.268 | |
| DLinearHorizon (T)=3362022.05 | 0.169 | 0.267 | |
| NLinearHorizon (T)=3362022.05 | 0.171 | 0.265 | |
| FEDformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.186 | 0.302 | |
| FEDformerHorizon (T)=962022.05 | 0.193 | 0.308 | |
| AutoformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.196 | 0.313 | |
| AutoformerHorizon (T)=962022.05 | 0.201 | 0.317 | |
| FEDformerHorizon (T)=1922022.05 | 0.201 | 0.315 | |
| LinearHorizon (T)=7202022.05 | 0.203 | 0.301 | |
| DLinearHorizon (T)=7202022.05 | 0.203 | 0.301 | |
| NLinearHorizon (T)=7202022.05 | 0.21 | 0.297 | |
| FEDformerHorizon (T)=3362022.05 | 0.214 | 0.329 | |
| AutoformerHorizon (T)=1922022.05 | 0.222 | 0.334 | |
| AutoformerHorizon (T)=3362022.05 | 0.231 | 0.338 | |
| FEDformerHorizon (T)=7202022.05 | 0.246 | 0.355 | |
| AutoformerHorizon (T)=7202022.05 | 0.254 | 0.361 | |
| LogTransHorizon (T)=962022.05 | 0.258 | 0.357 | |
| LogTransHorizon (T)=1922022.05 | 0.266 | 0.368 | |
| InformerHorizon (T)=962022.05 | 0.274 | 0.368 | |
| LogTransHorizon (T)=3362022.05 | 0.28 | 0.38 | |
| LogTransHorizon (T)=7202022.05 | 0.283 | 0.376 | |
| InformerHorizon (T)=1922022.05 | 0.296 | 0.386 | |
| InformerHorizon (T)=3362022.05 | 0.3 | 0.394 | |
| InformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.304 | 0.393 | |
| InformerHorizon (T)=7202022.05 | 0.373 | 0.439 | |
| PyraformerHorizon (T)=7202022.05 | 0.376 | 0.445 | |
| PyraformerHorizon (T)=3362022.05 | 0.378 | 0.443 | |
| PyraformerHorizon (T)=962022.05 | 0.386 | 0.449 | |
| PyraformerHorizon (T)=1922022.05 | 0.386 | 0.443 | |
| RepeatHorizon (T)=962022.05 | 1.588 | 0.946 | |
| RepeatHorizon (T)=1922022.05 | 1.595 | 0.95 | |
| RepeatHorizon (T)=3362022.05 | 1.617 | 0.961 | |
| RepeatHorizon (T)=7202022.05 | 1.647 | 0.975 |