Univariate Long-Term Forecasting on ETTh2 (test)
0.115MSED-PAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D-PADPrediction Length=962024.03 | 0.115 | 0.262 | |
| FEDformerPrediction length (T)=962022.11 | 0.128 | 0.279 | |
| FEDformerPrediction Length=962024.03 | 0.128 | 0.271 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=962022.11 | 0.129 | 0.282 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=962022.11 | 0.131 | 0.284 | |
| DLinearPrediction length (T)=962022.11 | 0.131 | 0.282 | |
| DLinearPrediction Length=962024.03 | 0.131 | 0.279 | |
| SCINetPrediction Length=96, Input Length=3362024.03 | 0.133 | 0.283 | |
| N-HITSPrediction Length=96, Input Length=3362024.03 | 0.134 | 0.289 | |
| LaSTPrediction Length=96, Input Length=3362024.03 | 0.135 | 0.283 | |
| D-PADPrediction Length=1922024.03 | 0.148 | 0.308 | |
| D-PADPrediction Length=3362024.03 | 0.152 | 0.319 | |
| AutoformerPrediction length (T)=962022.11 | 0.153 | 0.306 | |
| AutoformerPrediction Length=962024.03 | 0.153 | 0.306 | |
| N-HITSPrediction Length=192, Input Length=3362024.03 | 0.166 | 0.325 | |
| SCINetPrediction Length=192, Input Length=3362024.03 | 0.166 | 0.321 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=1922022.11 | 0.168 | 0.328 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=1922022.11 | 0.171 | 0.329 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=3362022.11 | 0.171 | 0.336 | |
| Ada-MSHyperAverage performance across horizons=96, 192, 336, 7202024.10 | 0.171 | 0.329 | |
| DLinearPrediction length (T)=1922022.11 | 0.176 | 0.329 | |
| DLinearPrediction Length=1922024.03 | 0.176 | 0.329 | |
| LaSTPrediction Length=192, Input Length=3362024.03 | 0.176 | 0.33 | |
| SCINetPrediction Length=336, Input Length=3362024.03 | 0.179 | 0.34 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=3362022.11 | 0.185 | 0.351 | |
| FEDformerPrediction length (T)=1922022.11 | 0.185 | 0.33 | |
| FEDformerPrediction Length=1922024.03 | 0.185 | 0.33 | |
| MSHyperAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.187 | 0.338 | |
| D-PADPrediction Length=7202024.03 | 0.198 | 0.36 | |
| TimeMixerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.198 | 0.35 | |
| PatchTSTAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.198 | 0.348 | |
| DLinearAverage performance across horizons=96, 192, 336, 7202024.10 | 0.198 | 0.35 | |
| iTransformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.199 | 0.352 | |
| CrossformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.201 | 0.349 | |
| AutoformerPrediction length (T)=1922022.11 | 0.204 | 0.351 | |
| N-HITSPrediction Length=336, Input Length=3362024.03 | 0.204 | 0.356 | |
| LaSTPrediction Length=336, Input Length=3362024.03 | 0.204 | 0.363 | |
| FEDformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.206 | 0.35 | |
| DLinearPrediction length (T)=3362022.11 | 0.209 | 0.367 | |
| DLinearPrediction Length=3362024.03 | 0.209 | 0.367 | |
| InformerPrediction length (T)=962022.11 | 0.213 | 0.373 | |
| InformerPrediction Length=962024.03 | 0.213 | 0.313 | |
| PyraformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.215 | 0.373 | |
| LogTransPrediction length (T)=962022.11 | 0.217 | 0.379 | |
| LogTransPrediction length (T)=7202022.11 | 0.218 | 0.387 | |
| AutoformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.218 | 0.364 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=7202022.11 | 0.223 | 0.38 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=7202022.11 | 0.224 | 0.383 | |
| InformerPrediction length (T)=1922022.11 | 0.227 | 0.387 | |
| InformerPrediction Length=1922024.03 | 0.227 | 0.387 | |
| FEDformerPrediction length (T)=3362022.11 | 0.231 | 0.378 | |
| FEDformerPrediction Length=3362024.03 | 0.231 | 0.378 | |
| InformerPrediction length (T)=3362022.11 | 0.242 | 0.401 | |
| InformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.243 | 0.4 | |
| AutoformerPrediction length (T)=3362022.11 | 0.246 | 0.389 | |
| AutoformerPrediction Length=1922024.03 | 0.246 | 0.351 | |
| AutoformerPrediction Length=3362024.03 | 0.246 | 0.389 | |
| LaSTPrediction Length=720, Input Length=3362024.03 | 0.255 | 0.408 | |
| SCINetPrediction Length=720, Input Length=3362024.03 | 0.256 | 0.409 | |
| N-HITSPrediction Length=720, Input Length=3362024.03 | 0.264 | 0.405 | |
| AutoformerPrediction length (T)=7202022.11 | 0.268 | 0.409 | |
| AutoformerPrediction Length=7202024.03 | 0.268 | 0.409 | |
| DLinearPrediction length (T)=7202022.11 | 0.276 | 0.426 | |
| DLinearPrediction Length=7202024.03 | 0.276 | 0.426 | |
| FEDformerPrediction length (T)=7202022.11 | 0.278 | 0.42 | |
| FEDformerPrediction Length=7202024.03 | 0.278 | 0.42 | |
| LogTransPrediction length (T)=1922022.11 | 0.281 | 0.429 | |
| InformerPrediction length (T)=7202022.11 | 0.291 | 0.439 | |
| InformerPrediction Length=7202024.03 | 0.291 | 0.439 | |
| LogTransPrediction length (T)=3362022.11 | 0.293 | 0.437 | |
| InformerPrediction Length=3362024.03 | 0.424 | 0.401 |