Short-term Time Series Forecasting on Electricity (test)
0.074RSESCINet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCINetHorizon (T)=32021.06 | 0.074 | 0.9494 | |
| TPA-LSTMHorizon (T)=32021.06 | 0.0823 | 0.9439 | |
| SCINetHorizon (T)=62021.06 | 0.0845 | 0.9387 | |
| TCN†Horizon (T)=32021.06 | 0.0852 | 0.9293 | |
| LSTNetHorizon (T)=32021.06 | 0.0864 | 0.9283 | |
| TCNHorizon (T)=32021.06 | 0.0892 | 0.9232 | |
| TPA-LSTMHorizon (T)=62021.06 | 0.0916 | 0.9337 | |
| TCN†Horizon (T)=62021.06 | 0.0924 | 0.9235 | |
| SCINetHorizon (T)=122021.06 | 0.0929 | 0.9305 | |
| LSTNetHorizon (T)=62021.06 | 0.0931 | 0.9135 | |
| TPA-LSTMHorizon (T)=122021.06 | 0.0964 | 0.925 | |
| SCINetHorizon (T)=242021.06 | 0.0967 | 0.927 | |
| TCNHorizon (T)=62021.06 | 0.0974 | 0.9121 | |
| TCN†Horizon (T)=242021.06 | 0.0989 | 0.9101 | |
| TCN†Horizon (T)=122021.06 | 0.0993 | 0.9173 | |
| TPA-LSTMHorizon (T)=242021.06 | 0.1006 | 0.9133 | |
| LSTNetHorizon (T)=122021.06 | 0.1007 | 0.9077 | |
| LSTNetHorizon (T)=242021.06 | 0.1007 | 0.9119 | |
| TCNHorizon (T)=122021.06 | 0.1053 | 0.9017 | |
| TCNHorizon (T)=242021.06 | 0.1091 | 0.9101 | |
| TransformerHorizon (T)=32021.06 | 0.1182 | 0.9055 | |
| TransformerHorizon (T)=62021.06 | 0.1328 | 0.8962 | |
| TransformerHorizon (T)=122021.06 | 0.1375 | 0.8849 | |
| AutoformerHorizon (T)=32021.06 | 0.1458 | 0.9032 | |
| TransformerHorizon (T)=242021.06 | 0.1461 | 0.8774 | |
| InformerHorizon (T)=32021.06 | 0.1524 | 0.8858 | |
| AutoformerHorizon (T)=122021.06 | 0.1541 | 0.8907 | |
| AutoformerHorizon (T)=62021.06 | 0.1555 | 0.8957 | |
| InformerHorizon (T)=122021.06 | 0.1748 | 0.8585 | |
| AutoformerHorizon (T)=242021.06 | 0.1754 | 0.8732 | |
| InformerHorizon (T)=62021.06 | 0.1932 | 0.866 | |
| InformerHorizon (T)=242021.06 | 0.211 | 0.8347 |