Multivariate Time Series Forecasting on Solar-Energy (test)
0.1775RSESCINet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCINetHorizon (T)=32021.06 | 0.1775 | 0.9853 | |
| TPA-LSTMHorizon (T)=32021.06 | 0.1803 | 0.985 | |
| LST-AttnHorizon=32017.03 | 0.1816 | 0.9848 | |
| LST-SkipHorizon=32017.03 | 0.1843 | 0.9843 | |
| LSTNetHorizon (T)=32021.06 | 0.1843 | 0.9843 | |
| TCN†Horizon (T)=32021.06 | 0.19 | 0.9848 | |
| VARMLPHorizon=32017.03 | 0.1922 | 0.9829 | |
| RNN-GRUHorizon=32017.03 | 0.1932 | 0.9823 | |
| TCNHorizon (T)=32021.06 | 0.194 | 0.9835 | |
| LRidgeHorizon=32017.03 | 0.2019 | 0.9807 | |
| LSVRHorizon=32017.03 | 0.2021 | 0.9807 | |
| GPHorizon=32017.03 | 0.2259 | 0.9751 | |
| SCINetHorizon (T)=62021.06 | 0.2301 | 0.9739 | |
| TPA-LSTMHorizon (T)=62021.06 | 0.2347 | 0.9742 | |
| TCN†Horizon (T)=62021.06 | 0.2382 | 0.9612 | |
| ARHorizon=32017.03 | 0.2435 | 0.971 | |
| TRMFHorizon=32017.03 | 0.2473 | 0.9703 | |
| LST-AttnHorizon=62017.03 | 0.2538 | 0.9696 | |
| LST-SkipHorizon=62017.03 | 0.2559 | 0.969 | |
| LSTNetHorizon (T)=62021.06 | 0.2559 | 0.969 | |
| TCNHorizon (T)=62021.06 | 0.2581 | 0.9602 | |
| RNN-GRUHorizon=62017.03 | 0.2628 | 0.9675 | |
| VARMLPHorizon=62017.03 | 0.2679 | 0.9655 | |
| LRidgeHorizon=62017.03 | 0.2954 | 0.9568 | |
| SCINetHorizon (T)=122021.06 | 0.2997 | 0.955 | |
| LSVRHorizon=62017.03 | 0.2999 | 0.9562 | |
| TPA-LSTMHorizon (T)=122021.06 | 0.3234 | 0.9487 | |
| LST-SkipHorizon=122017.03 | 0.3254 | 0.9467 | |
| LSTNetHorizon (T)=122021.06 | 0.3254 | 0.9467 | |
| GPHorizon=62017.03 | 0.3286 | 0.9448 | |
| TCN†Horizon (T)=122021.06 | 0.3353 | 0.9432 | |
| LST-AttnHorizon=122017.03 | 0.3466 | 0.9397 | |
| TRMFHorizon=62017.03 | 0.347 | 0.9418 | |
| TCNHorizon (T)=122021.06 | 0.3512 | 0.9321 | |
| ARHorizon=62017.03 | 0.379 | 0.9263 | |
| SCINetHorizon (T)=242021.06 | 0.4081 | 0.9112 | |
| RNN-GRUHorizon=122017.03 | 0.4163 | 0.915 | |
| VARMLPHorizon=122017.03 | 0.4244 | 0.9058 | |
| TPA-LSTMHorizon (T)=242021.06 | 0.4389 | 0.9081 | |
| LST-AttnHorizon=242017.03 | 0.4403 | 0.8995 | |
| LST-SkipHorizon=242017.03 | 0.4643 | 0.887 | |
| LSTNetHorizon (T)=242021.06 | 0.4643 | 0.887 | |
| TCN†Horizon (T)=242021.06 | 0.4676 | 0.8851 | |
| TCNHorizon (T)=242021.06 | 0.4732 | 0.8812 | |
| LRidgeHorizon=122017.03 | 0.4832 | 0.8765 | |
| LSVRHorizon=122017.03 | 0.4846 | 0.8764 | |
| RNN-GRUHorizon=242017.03 | 0.4852 | 0.8823 | |
| GPHorizon=122017.03 | 0.52 | 0.8518 | |
| TRMFHorizon=122017.03 | 0.5597 | 0.8475 | |
| ARHorizon=122017.03 | 0.5911 | 0.8107 | |
| VARMLPHorizon=242017.03 | 0.6841 | 0.7149 | |
| LRidgeHorizon=242017.03 | 0.7287 | 0.6803 | |
| LSVRHorizon=242017.03 | 0.73 | 0.6789 | |
| GPHorizon=242017.03 | 0.7973 | 0.5971 | |
| ARHorizon=242017.03 | 0.8699 | 0.5314 | |
| TRMFHorizon=242017.03 | 0.9005 | 0.5598 |