National-level electricity forecasting on Synthetic Dataset Σ = I (test)
1.75MAPEGAM-Regions
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GAM-Regions2024.08 | 1.75 | 1,043 | |
| Mixture (Baseline)2024.08 | 1.76 | 1,044 | |
| Mixture (Baseline + GNNs)2024.08 | 1.76 | 1,050 | |
| GraphSAGEGraph construction=identity2024.08 | 1.78 | 1,066 | |
| GraphSAGEGraph construction=distsplines2024.08 | 1.84 | 1,116 | |
| GraphSAGEGraph construction=space2024.08 | 1.85 | 1,112 | |
| GraphSAGEGraph construction=dtw2024.08 | 1.86 | 1,127 | |
| GraphSAGEGraph construction=gl3sr2024.08 | 1.92 | 1,171 | |
| GCNGraph construction=gl3sr2024.08 | 1.97 | 1,160 | |
| GCNGraph construction=space2024.08 | 1.98 | 1,169 | |
| Mixture (GNNs)2024.08 | 1.98 | 1,171 | |
| GCNGraph construction=dtw2024.08 | 1.99 | 1,171 | |
| GCNGraph construction=distsplines2024.08 | 2.01 | 1,185 | |
| GCNGraph construction=identity2024.08 | 2.16 | 1,259 | |
| Feed Forward2024.08 | 4.49 | 3,213 |