Electricity Price Forecasting on Electricity Price (test)
0.0463RMSETimeXer
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TimeXerTime (s)=573.752025.11 | 0.0463 | — | — | — | — | — | — | — | 90.13 | |
| AutoformerTime (s)=467.972025.11 | 0.0487 | — | — | — | — | — | — | — | 87.13 | |
| TimesNetTime (s)=314.402025.11 | 0.05 | — | — | — | — | — | — | — | 87.37 | |
| D-CNN-LSTMTime (s)=112.022025.11 | 0.0573 | — | — | — | — | — | — | — | 88.21 | |
| DlinearTime (s)=70.072025.11 | 0.0701 | — | — | — | — | — | — | — | 73.37 | |
| FEDformerTime (s)=239.342025.11 | 0.0874 | — | — | — | — | — | — | — | 74.77 | |
| NlinearTime (s)=50.332025.11 | 0.106 | — | — | — | — | — | — | — | 72.59 | |
| TimeMixerTime (s)=84.602025.11 | 0.1134 | — | — | — | — | — | — | — | 58.31 | |
| Non-stationary TrTime (s)=422.412025.11 | 0.1176 | — | — | — | — | — | — | — | 69.7 | |
| SOIT2FNN-MOTime (s)=926.812025.11 | 0.1439 | — | — | — | — | — | — | — | 71.53 | |
| LASSOSetting=Batch, Distribution=T, Computation Time (min)=207.82024.06 | 6.081 | 3.897 | 44.9 | 74.9 | 22.717 | 18.581 | 2.863 | 2.954 | — | |
| LASSOSetting=Batch, Distribution=Normal, Computation Time (min)=95.72024.06 | 6.101 | 3.928 | 47.3 | 76.7 | 22.281 | 18.867 | 2.898 | 2.985 | — | |
| LASSOSetting=Online, Distribution=T, Computation Time (min)=3.12024.06 | 6.109 | 3.918 | 47.3 | 77.6 | 22.339 | 18.923 | 2.893 | 2.953 | — | |
| LASSOSetting=Online, Distribution=Normal, Computation Time (min)=1.42024.06 | 6.145 | 3.941 | 49.7 | 78.8 | 21.822 | 18.842 | 2.898 | 2.981 | — | |
| LASSOSetting=Linear, Distribution=JSU, Computation Time (min)=3.02024.06 | 6.662 | 3.867 | 45.9 | 76 | 22.979 | 18.432 | 2.828 | 2.926 | — | |
| LASSOSetting=Batch, Distribution=JSU, Computation Time (min)=551.62024.06 | 6.968 | 3.839 | 43.1 | 73.3 | 22.95 | 18.513 | 2.821 | 2.94 | — | |
| LASSOSetting=Linear, Distribution=Normal, Computation Time (min)=1.12024.06 | 6.987 | 4.11 | 54.7 | 81.7 | 23.694 | 21.306 | 3.123 | 3.084 | — | |
| LASSOSetting=Linear, Distribution=T, Computation Time (min)=2.22024.06 | 7.1 | 4.099 | 48.5 | 78.3 | 25.331 | 21.304 | 3.097 | 2.992 | — | |
| LASSOSetting=Online, Distribution=JSU, Computation Time (min)=5.42024.06 | 8.985 | 3.877 | 41.9 | 71.6 | 23.673 | 18.764 | 2.855 | 2.971 | — | |
| AutoARIMAXSetting=Normal, Computation Time (min)=36832.62024.06 | 14.376 | 10.012 | 26.9 | 48.2 | 76.575 | 62.946 | 8.088 | 6.029 | — | |
| AutoARIMASetting=Normal, Computation Time (min)=1980.62024.06 | 15.755 | 11.277 | 45.8 | 69.5 | 71.669 | 57.638 | 8.467 | 4.311 | — | |
| PersistenceSetting=Normal, Computation Time (min)=0.22024.06 | 17.487 | 12.244 | 51.9 | 76.9 | 75.498 | 64.138 | 9.275 | 4.345 | — | |
| DDNN-OCQAuthor=Brusaferri et al., Distribution=Normal, Computation Time (min)=1939.02024.06 | — | 3.745 | — | 80.8 | — | 17.976 | 2.959 | — | — | |
| DDNN-OCQAuthor=Brusaferri et al., Distribution=T, Computation Time (min)=1939.02024.06 | — | 3.704 | — | 80.3 | — | 17.422 | 2.913 | — | — | |
| DDNN-OCQAuthor=Brusaferri et al., Distribution=JSU, Computation Time (min)=1939.02024.06 | — | 3.7 | — | 79.9 | — | 17.178 | 2.899 | — | — | |
| DDNN-qEnsAuthor=Marcjasz et al., Distribution=Normal, Computation Time (min)=180.02024.06 | — | 3.564 | 54.2 | 84.5 | 11.556 | 16.797 | 2.598 | — | — | |
| DDNN-qEnsAuthor=Marcjasz et al., Distribution=JSU, Computation Time (min)=180.02024.06 | — | 3.67 | 54.3 | 83.3 | 11.999 | 17.594 | 2.695 | — | — | |
| DQNN-OCQAuthor=Brusaferri et al., Computation Time (min)=1939.02024.06 | — | 3.704 | — | 79.8 | — | 17.45 | 2.918 | — | — |