Univariate Long Sequence Time-Series Forecasting on ETTh2
0.031MSESCINet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCINetHorizon=242021.06 | 0.031 | 0.117 | |
| SCINetHorizon=482021.06 | 0.056 | 0.168 | |
| N-BeatsHorizon=242021.06 | 0.078 | 0.21 | |
| AutoformerHorizon=242021.06 | 0.093 | 0.247 | |
| SCINetHorizon=1682021.06 | 0.095 | 0.234 | |
| DeepARHorizon=242021.06 | 0.098 | 0.263 | |
| InformerHorizon=242021.06 | 0.098 | 0.24 | |
| N-BeatsHorizon=482021.06 | 0.123 | 0.271 | |
| FiLMPrediction Length=962022.05 | 0.127 | 0.272 | |
| FEDformerPrediction Length=962022.05 | 0.128 | 0.271 | |
| AutoformerPrediction Length=962022.05 | 0.153 | 0.306 | |
| SCINetHorizon=3362021.06 | 0.157 | 0.311 | |
| AutoformerHorizon=482021.06 | 0.158 | 0.319 | |
| DeepARHorizon=482021.06 | 0.163 | 0.341 | |
| InformerHorizon=482021.06 | 0.163 | 0.271 | |
| AutoformerHorizon=1682021.06 | 0.166 | 0.402 | |
| FiLMPrediction Length=1922022.05 | 0.182 | 0.335 | |
| FEDformerPrediction Length=1922022.05 | 0.185 | 0.33 | |
| S42021.10 | 0.187 | 0.358 | |
| FiLMPrediction Length=3362022.05 | 0.204 | 0.367 | |
| AutoformerPrediction Length=1922022.05 | 0.204 | 0.351 | |
| SCINetHorizon=7202021.06 | 0.207 | 0.37 | |
| InformerPrediction Length=962022.05 | 0.213 | 0.373 | |
| LogTransPrediction Length=962022.05 | 0.217 | 0.379 | |
| LogTransPrediction Length=7202022.05 | 0.218 | 0.387 | |
| InformerPrediction Length=1922022.05 | 0.227 | 0.387 | |
| FEDformerPrediction Length=3362022.05 | 0.231 | 0.378 | |
| AutoformerHorizon=3362021.06 | 0.232 | — | |
| FiLMPrediction Length=7202022.05 | 0.241 | 0.396 | |
| InformerPrediction Length=3362022.05 | 0.242 | 0.401 | |
| N-BeatsHorizon=1682021.06 | 0.244 | 0.314 | |
| AutoformerPrediction Length=3362022.05 | 0.246 | 0.389 | |
| DeepARHorizon=1682021.06 | 0.255 | 0.414 | |
| InformerHorizon=1682021.06 | 0.255 | 0.34 | |
| AutoformerHorizon=7202021.06 | 0.263 | — | |
| AutoformerPrediction Length=7202022.05 | 0.268 | 0.409 | |
| N-BeatsHorizon=3362021.06 | 0.27 | 0.389 | |
| Informer2021.10 | 0.277 | 0.431 | |
| FEDformerPrediction Length=7202022.05 | 0.278 | 0.42 | |
| LogTransPrediction Length=1922022.05 | 0.281 | 0.429 | |
| InformerPrediction Length=7202022.05 | 0.291 | 0.439 | |
| LogTransPrediction Length=3362022.05 | 0.293 | 0.437 | |
| LogTrans2021.10 | 0.303 | 0.493 | |
| S4Prediction Length=1922022.05 | 0.332 | 0.458 | |
| S4Prediction Length=962022.05 | 0.381 | 0.501 | |
| InformerHorizon=3362021.06 | 0.393 | 0.376 | |
| InformerHorizon=7202021.06 | 0.418 | 0.431 | |
| DeepAR2021.10 | 0.429 | 0.58 | |
| DeepARHorizon=7202021.06 | 0.429 | — | |
| DeepARHorizon=3362021.06 | 0.604 | 0.607 | |
| S4Prediction Length=7202022.05 | 0.63 | 0.662 | |
| LSTMa2021.10 | 0.64 | 0.681 | |
| S4Prediction Length=3362022.05 | 0.655 | 0.67 | |
| ReformerPrediction Length=962022.05 | 1.411 | 0.838 | |
| Reformer2021.10 | 2.03 | 1.721 | |
| ReformerPrediction Length=7202022.05 | 2.042 | 1.039 | |
| ProphetHorizon=1682021.06 | 2.096 | 2.09 | |
| ProphetHorizon=482021.06 | 2.145 | 2.543 | |
| ProphetHorizon=242021.06 | 2.735 | 1.068 | |
| ARIMAHorizon=3362021.06 | 2.753 | 2.096 | |
| ARIMAHorizon=1682021.06 | 2.8 | 2.145 | |
| ARIMA2021.10 | 2.878 | 1.044 | |
| ARIMAHorizon=7202021.06 | 2.878 | 3.355 | |
| ARIMAHorizon=482021.06 | 3.19 | 1.549 | |
| Prophet2021.10 | 3.355 | 4.664 | |
| ProphetHorizon=3362021.06 | 3.355 | 2.335 | |
| ARIMAHorizon=242021.06 | 3.554 | 1.224 | |
| ProphetHorizon=7202021.06 | 4.664 | 3.141 | |
| ReformerPrediction Length=3362022.05 | 4.777 | 1.582 | |
| ReformerPrediction Length=1922022.05 | 5.658 | 1.671 | |
| N-BeatsHorizon=7202021.06 | — | 0.417 |