National-level electricity forecasting on Synthetic Dataset (Σ = ρ(Wλ)) (test)
1.08MAPE (%)Mixture (Baseline + GNNs)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mixture (Baseline + GNNs)2024.08 | 1.08 | 647 | |
| GAM-Regions2024.08 | 1.11 | 662 | |
| Mixture (Baseline)2024.08 | 1.11 | 662 | |
| Mixture (GNNs)2024.08 | 1.12 | 677 | |
| GraphSAGEGraph construction=gl3sr2024.08 | 1.15 | 701 | |
| GraphSAGEGraph construction=dtw2024.08 | 1.21 | 735 | |
| GraphSAGEGraph construction=distsplines2024.08 | 1.22 | 741 | |
| GCNGraph construction=gl3sr2024.08 | 1.25 | 743 | |
| GraphSAGEGraph construction=identity2024.08 | 1.25 | 755 | |
| GCNGraph construction=space2024.08 | 1.26 | 749 | |
| GCNGraph construction=dtw2024.08 | 1.26 | 753 | |
| GCNGraph construction=distsplines2024.08 | 1.29 | 764 | |
| GraphSAGEGraph construction=space2024.08 | 1.29 | 778 | |
| GCNGraph construction=identity2024.08 | 1.43 | 834 | |
| Feed Forward2024.08 | 3.82 | 3,141 |