1-step ahead forecasting on GPVAR (test)
0.319MAEAnalytical opt.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Analytical opt.Relations G.T.=—, Relations Learned=—2023.01 | 0.319 | — | — | |
| tts-STGNNRelations G.T.=yes, Relations Learned=no2023.01 | 0.32 | -0.414 | 69 | |
| stt-STGNNRelations G.T.=yes, Relations Learned=no2023.01 | 0.322 | -0.711 | 41.6 | |
| t&s-STGNNRelations G.T.=yes, Relations Learned=no2023.01 | 0.322 | -0.178 | 63.2 | |
| DCRNNRelations G.T.=yes, Relations Learned=no2023.01 | 0.327 | -0.318 | 72.6 | |
| Id-GSSRelations G.T.=no, Relations Learned=yes2023.01 | 0.331 | -0.008 | 60.9 | |
| Ext-GSSRelations G.T.=no, Relations Learned=yes2023.01 | 0.332 | -0.192 | 75.7 | |
| AGCRNRelations G.T.=no, Relations Learned=yes2023.01 | 0.37 | 4.136 | 0.6 | |
| Hub-GSSRelations G.T.=yes, Relations Learned=yes2023.01 | 0.397 | -1.14 | 36 | |
| fc-RNNRelations G.T.=no, Relations Learned=no2023.01 | 0.431 | 11.642 | 0 | |
| Pool-GSSRelations G.T.=no, Relations Learned=yes2023.01 | 0.435 | -1.269 | 12.3 | |
| RNNRelations G.T.=no, Relations Learned=no2023.01 | 0.55 | 29.504 | 0 |