National-level electricity forecasting on Real Dataset (test)
1.13MAPE (%)Mixture (Baseline + GNNs)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mixture (Baseline + GNNs)2024.08 | 1.13 | 844 | |
| Mixture (Baseline)2024.08 | 1.31 | 925 | |
| GAM-Regions2024.08 | 1.48 | 1,018 | |
| Mixture (GNNs)2024.08 | 1.48 | 1,092 | |
| Feed Forward2024.08 | 1.54 | 1,071 | |
| GraphSAGEGraph construction=gl3sr2024.08 | 1.78 | 1,234 | |
| GCNGraph construction=dtw2024.08 | 1.82 | 1,276 | |
| GraphSAGEGraph construction=dtw2024.08 | 1.9 | 1,335 | |
| GraphSAGEGraph construction=space2024.08 | 1.96 | 1,350 | |
| GCNGraph construction=distsplines2024.08 | 2.04 | 1,404 | |
| GraphSAGEGraph construction=distsplines2024.08 | 2.06 | 1,410 | |
| GCNGraph construction=space2024.08 | 2.07 | 1,452 | |
| GraphSAGEGraph construction=identity2024.08 | 4.38 | 3,021 | |
| GCNGraph construction=identity2024.08 | 5.66 | 3,949 | |
| GCNGraph construction=gl3sr2024.08 | 5.95 | 4,210 |