Time Series Forecasting on ECL (R^2, MASE Focus)
0.64MASEOneNetMAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OneNetMAEPred. Len=12026.01 | 0.64 | — | — | |
| OneNetPred. Len=12026.01 | 0.78 | — | — | |
| NatSRfastPred. Len=12026.01 | 0.78 | — | — | |
| vLinearForecast Horizon=96, Lookback length (T)=962026.01 | 0.903 | 0.652 | 0.916 | |
| OneNetMAEPred. Len=242026.01 | 0.92 | — | — | |
| FSNETMAEPred. Len=12026.01 | 0.96 | — | — | |
| OneNetMAEPred. Len=482026.01 | 0.96 | — | — | |
| vLinearForecast Horizon=192, Lookback length (T)=962026.01 | 0.984 | 0.663 | 0.908 | |
| vLinearForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.025 | 0.685 | 0.904 | |
| OLinearForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.03 | 0.672 | 0.903 | |
| vLinearForecast Horizon=336, Lookback length (T)=962026.01 | 1.051 | 0.717 | 0.902 | |
| CARDForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.097 | 0.603 | 0.893 | |
| LeddamForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.098 | 0.613 | 0.897 | |
| DER++Pred. Len=12026.01 | 1.11 | — | — | |
| iTrans.Forecast Horizon=Avg, Lookback length (T)=962026.01 | 1.124 | 0.614 | 0.893 | |
| FilterNetForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.129 | 0.603 | 0.892 | |
| OneNetPred. Len=242026.01 | 1.14 | — | — | |
| TimeMixerForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.142 | 0.576 | 0.887 | |
| vLinearForecast Horizon=720, Lookback length (T)=962026.01 | 1.163 | 0.709 | 0.892 | |
| OneNetPred. Len=482026.01 | 1.17 | — | — | |
| PatchTSTForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.211 | 0.536 | 0.88 | |
| TimesNetForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.241 | 0.526 | 0.879 | |
| DLinearForecast Horizon=Avg, Lookback length (T)=962026.01 | 1.384 | 0.182 | 0.86 | |
| NatSRfastPred. Len=242026.01 | 1.41 | — | — | |
| FSNETMAEPred. Len=242026.01 | 1.42 | — | — | |
| ERPred. Len=12026.01 | 1.43 | — | — | |
| FSNETMAEPred. Len=482026.01 | 1.44 | — | — | |
| NatSRfastPred. Len=482026.01 | 1.55 | — | — | |
| FSNETPred. Len=12026.01 | 1.56 | — | — | |
| OGDPred. Len=12026.01 | 1.67 | — | — | |
| DER++Pred. Len=242026.01 | 2.89 | — | — | |
| DER++Pred. Len=482026.01 | 2.96 | — | — | |
| FSNETPred. Len=242026.01 | 2.99 | — | — | |
| ERPred. Len=482026.01 | 3.01 | — | — | |
| OGDPred. Len=242026.01 | 3.12 | — | — | |
| FSNETPred. Len=482026.01 | 3.12 | — | — | |
| ERPred. Len=242026.01 | 3.21 | — | — | |
| OGDPred. Len=482026.01 | 3.27 | — | — | |
| NatSRstablePred. Len=12026.01 | 3.53 | — | — | |
| NatSRstablePred. Len=242026.01 | 4.01 | — | — | |
| NatSRstablePred. Len=482026.01 | 4.14 | — | — |