Multivariate Time Series Forecasting on Electricity full (test)
0.201MSEAutoformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.201 | 0.317 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.222 | 0.334 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.231 | 0.338 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.254 | 0.361 | |
| LogTransInput Length (I)=96, Prediction Length (O)=962021.06 | 0.258 | 0.357 | |
| LogTransInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.266 | 0.368 | |
| InformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.274 | 0.368 | |
| LogTransInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.28 | 0.38 | |
| LogTransInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.283 | 0.376 | |
| InformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.296 | 0.386 | |
| InformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.3 | 0.394 | |
| ReformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.312 | 0.402 | |
| ReformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.34 | 0.42 | |
| ReformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.348 | 0.433 | |
| ReformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.35 | 0.433 | |
| InformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.373 | 0.439 | |
| LSTMInput Length (I)=96, Prediction Length (O)=962021.06 | 0.375 | 0.437 | |
| LSTMInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.439 | 0.473 | |
| LSTMInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.442 | 0.473 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=962021.06 | 0.68 | 0.645 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.725 | 0.676 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.828 | 0.727 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.957 | 0.811 | |
| LSTMInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.98 | 0.814 | |
| TCNInput Length (I)=96, Prediction Length (O)=962021.06 | 0.985 | 0.813 | |
| TCNInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.996 | 0.821 | |
| TCNInput Length (I)=96, Prediction Length (O)=3362021.06 | 1 | 0.824 | |
| TCNInput Length (I)=96, Prediction Length (O)=7202021.06 | 1.438 | 0.784 |