Univariate Long-Term Forecasting on ETTh1 (test)
0.052MSED-PAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D-PADPrediction Length=962024.03 | 0.052 | 0.171 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=962022.11 | 0.055 | 0.179 | |
| DLinearPrediction Length=962024.03 | 0.056 | 0.18 | |
| LaSTPrediction Length=96, Input Length=3362024.03 | 0.058 | 0.184 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=962022.11 | 0.059 | 0.189 | |
| SCINetPrediction Length=96, Input Length=3362024.03 | 0.062 | 0.188 | |
| D-PADPrediction Length=1922024.03 | 0.068 | 0.194 | |
| N-HITSPrediction Length=96, Input Length=3362024.03 | 0.068 | 0.184 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=1922022.11 | 0.071 | 0.205 | |
| DLinearPrediction length (T)=1922022.11 | 0.071 | 0.204 | |
| AutoformerPrediction length (T)=962022.11 | 0.071 | 0.206 | |
| DLinearPrediction Length=1922024.03 | 0.071 | 0.204 | |
| AutoformerPrediction Length=962024.03 | 0.071 | 0.206 | |
| Ada-MSHyperAverage performance across horizons=96, 192, 336, 7202024.10 | 0.071 | 0.203 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=1922022.11 | 0.074 | 0.215 | |
| TimeMixerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.074 | 0.21 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=3362022.11 | 0.076 | 0.22 | |
| iTransformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.076 | 0.213 | |
| D-PADPrediction Length=3362024.03 | 0.077 | 0.219 | |
| FEDformerPrediction length (T)=962022.11 | 0.079 | 0.215 | |
| LaSTPrediction Length=192, Input Length=3362024.03 | 0.079 | 0.215 | |
| FEDformerPrediction Length=962024.03 | 0.079 | 0.215 | |
| MSHyperAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.08 | 0.218 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=3362022.11 | 0.081 | 0.225 | |
| PatchTSTAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.082 | 0.221 | |
| D-PADPrediction Length=7202024.03 | 0.085 | 0.23 | |
| N-HITSPrediction Length=192, Input Length=3362024.03 | 0.086 | 0.231 | |
| PatchTSTLook-back window (L)=64, Prediction length (T)=7202022.11 | 0.087 | 0.236 | |
| PatchTSTLook-back window (L)=42, Prediction length (T)=7202022.11 | 0.087 | 0.232 | |
| DLinearPrediction length (T)=962022.11 | 0.088 | 0.225 | |
| SCINetPrediction Length=192, Input Length=3362024.03 | 0.089 | 0.225 | |
| SCINetPrediction Length=336, Input Length=3362024.03 | 0.091 | 0.238 | |
| N-HITSPrediction Length=336, Input Length=3362024.03 | 0.097 | 0.249 | |
| LaSTPrediction Length=336, Input Length=3362024.03 | 0.097 | 0.243 | |
| DLinearPrediction length (T)=3362022.11 | 0.098 | 0.244 | |
| DLinearPrediction Length=3362024.03 | 0.098 | 0.244 | |
| CrossformerAverage performance across horizons=96, 192, 336, 720, Fine-tuned=true2024.10 | 0.099 | 0.246 | |
| FEDformerPrediction length (T)=1922022.11 | 0.104 | 0.245 | |
| FEDformerPrediction Length=1922024.03 | 0.104 | 0.245 | |
| DLinearAverage performance across horizons=96, 192, 336, 7202024.10 | 0.104 | 0.247 | |
| AutoformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.105 | 0.252 | |
| AutoformerPrediction length (T)=3362022.11 | 0.107 | 0.258 | |
| AutoformerPrediction Length=3362024.03 | 0.107 | 0.257 | |
| FEDformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.111 | 0.257 | |
| AutoformerPrediction length (T)=1922022.11 | 0.114 | 0.262 | |
| AutoformerPrediction Length=1922024.03 | 0.114 | 0.262 | |
| FEDformerPrediction length (T)=3362022.11 | 0.119 | 0.27 | |
| FEDformerPrediction Length=3362024.03 | 0.119 | 0.27 | |
| AutoformerPrediction length (T)=7202022.11 | 0.126 | 0.283 | |
| AutoformerPrediction Length=7202024.03 | 0.126 | 0.283 | |
| FEDformerPrediction length (T)=7202022.11 | 0.142 | 0.299 | |
| FEDformerPrediction Length=7202024.03 | 0.142 | 0.299 | |
| N-HITSPrediction Length=720, Input Length=3362024.03 | 0.152 | 0.318 | |
| SCINetPrediction Length=720, Input Length=3362024.03 | 0.166 | 0.333 | |
| PyraformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.17 | 0.335 | |
| InformerPrediction length (T)=7202022.11 | 0.183 | 0.355 | |
| InformerPrediction Length=7202024.03 | 0.183 | 0.355 | |
| DLinearPrediction length (T)=7202022.11 | 0.189 | 0.359 | |
| DLinearPrediction Length=7202024.03 | 0.189 | 0.359 | |
| InformerPrediction length (T)=962022.11 | 0.193 | 0.377 | |
| LaSTPrediction Length=720, Input Length=3362024.03 | 0.193 | 0.366 | |
| InformerPrediction Length=962024.03 | 0.193 | 0.377 | |
| InformerAverage performance across horizons=96, 192, 336, 7202024.10 | 0.199 | 0.377 | |
| InformerPrediction length (T)=3362022.11 | 0.202 | 0.381 | |
| InformerPrediction Length=3362024.03 | 0.202 | 0.381 | |
| InformerPrediction length (T)=1922022.11 | 0.217 | 0.395 | |
| InformerPrediction Length=1922024.03 | 0.217 | 0.395 | |
| LogTransPrediction length (T)=1922022.11 | 0.234 | 0.409 | |
| LogTransPrediction length (T)=962022.11 | 0.283 | 0.468 | |
| LogTransPrediction length (T)=3362022.11 | 0.386 | 0.546 | |
| LogTransPrediction length (T)=7202022.11 | 0.475 | 0.629 |