Multivariate Time Series Forecasting on Solar Energy
0.1778RSEMTGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTGNNHorizon=32020.05 | 0.1778 | — | 0.9852 | |
| Temporal Pattern AttentionHorizon=32018.09 | 0.1803 | 0.0918 | 0.985 | |
| TPA-LSTMHorizon=32020.05 | 0.1803 | — | 0.985 | |
| LSTNet-AttnHorizon=32018.09 | 0.1816 | 0.09 | 0.9848 | |
| LSTNet-SkipHorizon=32018.09 | 0.1843 | 0.0985 | 0.9843 | |
| LSTNet-skipHorizon=32020.05 | 0.1843 | — | 0.9843 | |
| MTGNN+samplingHorizon=32020.05 | 0.1875 | — | 0.9834 | |
| VARMLPHorizon=32020.05 | 0.1922 | — | 0.9829 | |
| RNN-GRUHorizon=32020.05 | 0.1932 | — | 0.9823 | |
| LRidgeHorizon=32018.09 | 0.2019 | 0.1227 | 0.9807 | |
| LSVRHorizon=32018.09 | 0.2021 | 0.1082 | 0.9807 | |
| SETARHorizon=32018.09 | 0.2174 | 0.1285 | 0.9744 | |
| GPHorizon=32018.09 | 0.2259 | 0.1419 | 0.9751 | |
| GPHorizon=32020.05 | 0.2259 | — | 0.9751 | |
| Temporal Pattern AttentionHorizon=62018.09 | 0.2347 | 0.1296 | 0.9742 | |
| TPA-LSTMHorizon=62020.05 | 0.2347 | — | 0.9742 | |
| MTGNNHorizon=62020.05 | 0.2348 | — | 0.9726 | |
| ARHorizon=32018.09 | 0.2435 | 0.1846 | 0.971 | |
| ARHorizon=32020.05 | 0.2435 | — | 0.971 | |
| MTGNN+samplingHorizon=62020.05 | 0.2521 | — | 0.9687 | |
| LSTNet-AttnHorizon=62018.09 | 0.2538 | 0.1332 | 0.9696 | |
| LSTNet-SkipHorizon=62018.09 | 0.2559 | 0.1554 | 0.969 | |
| LSTNet-skipHorizon=62020.05 | 0.2559 | — | 0.969 | |
| RNN-GRUHorizon=62020.05 | 0.2628 | — | 0.9675 | |
| VARMLPHorizon=62020.05 | 0.2679 | — | 0.9655 | |
| LRidgeHorizon=62018.09 | 0.2954 | 0.2098 | 0.9568 | |
| LSVRHorizon=62018.09 | 0.2999 | 0.2451 | 0.9562 | |
| MTGNNHorizon=122020.05 | 0.3109 | — | 0.9509 | |
| Temporal Pattern AttentionHorizon=122018.09 | 0.3234 | 0.1902 | 0.9487 | |
| TPA-LSTMHorizon=122020.05 | 0.3234 | — | 0.9487 | |
| LSTNet-SkipHorizon=122018.09 | 0.3254 | 0.2018 | 0.9467 | |
| LSTNet-skipHorizon=122020.05 | 0.3254 | — | 0.9467 | |
| SETARHorizon=62018.09 | 0.3281 | 0.1962 | 0.9436 | |
| GPHorizon=62018.09 | 0.3286 | 0.2189 | 0.9448 | |
| GPHorizon=62020.05 | 0.3286 | — | 0.9448 | |
| MTGNN+samplingHorizon=122020.05 | 0.3347 | — | 0.944 | |
| LSTNet-AttnHorizon=122018.09 | 0.3466 | 0.2202 | 0.9397 | |
| ARHorizon=62018.09 | 0.379 | 0.3242 | 0.9263 | |
| ARHorizon=62020.05 | 0.379 | — | 0.9263 | |
| RNN-GRUHorizon=122020.05 | 0.4163 | — | 0.915 | |
| VARMLPHorizon=122020.05 | 0.4244 | — | 0.9058 | |
| MTGNNHorizon=242020.05 | 0.427 | — | 0.9031 | |
| MTGNN+samplingHorizon=242020.05 | 0.4386 | — | 0.899 | |
| Temporal Pattern AttentionHorizon=242018.09 | 0.4389 | 0.2727 | 0.9081 | |
| TPA-LSTMHorizon=242020.05 | 0.4389 | — | 0.9081 | |
| SETARHorizon=122018.09 | 0.4611 | 0.2611 | 0.8974 | |
| LSTNet-SkipHorizon=242018.09 | 0.4643 | 0.3551 | 0.887 | |
| LSTNet-skipHorizon=242020.05 | 0.4643 | — | 0.887 | |
| LRidgeHorizon=122018.09 | 0.4832 | 0.407 | 0.8765 | |
| LSVRHorizon=122018.09 | 0.4846 | 0.4362 | 0.8764 | |
| RNN-GRUHorizon=242020.05 | 0.4852 | — | 0.8823 | |
| LSTNet-AttnHorizon=242018.09 | 0.4893 | 0.4308 | 0.8995 | |
| GPHorizon=122018.09 | 0.52 | 0.4095 | 0.8518 | |
| GPHorizon=122020.05 | 0.52 | — | 0.8518 | |
| SETARHorizon=242018.09 | 0.5271 | 0.3147 | 0.842 | |
| ARHorizon=122018.09 | 0.5911 | 0.5637 | 0.8107 | |
| ARHorizon=122020.05 | 0.5911 | — | 0.8107 | |
| VARMLPHorizon=242020.05 | 0.6841 | — | 0.7149 | |
| LRidgeHorizon=242018.09 | 0.7287 | 0.6977 | 0.6803 | |
| LSVRHorizon=242018.09 | 0.73 | 0.618 | 0.6789 | |
| GPHorizon=242018.09 | 0.7973 | 0.4761 | 0.5971 | |
| GPHorizon=242020.05 | 0.7973 | — | 0.5971 | |
| ARHorizon=242018.09 | 0.8699 | 0.9221 | 0.5314 | |
| ARHorizon=242020.05 | 0.8699 | — | 0.5314 |