Probabilistic forecasting on Shenzhen (Step 6)
3.9787QSCentral
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CentralForecasting Method=LSTM, FL Method=—2024.04 | 3.9787 | 12.9453 | 81.73 | |
| Fed-GAMEAggregation Method=GAME2026.03 | 8.5461 | 9.8635 | 74.32 | |
| PFGLForecasting Method=STAGCN, FL Method=PFL2024.04 | 9.4411 | 8.5866 | 70.02 | |
| GraphSAGE-FedAvgForecasting Method=GraphSAGE, FL Method=FedAvg2024.04 | 9.6819 | 8.6313 | 71.11 | |
| FedProxAggregation Method=Average2026.03 | 9.8572 | 6.35 | 65.87 | |
| GCRN-FedAvgAggregation Method=Average2026.03 | 9.9119 | 9.7647 | 70.02 | |
| GCRN-FedAvgForecasting Method=GCRN, FL Method=FedAvg2024.04 | 9.9119 | 9.7647 | 67.54 | |
| CNFGNNForecasting Method=CNFGNN, FL Method=CNFGNN2024.04 | 10.0115 | 8.9972 | 66.92 | |
| LSTM-FedAvgAggregation Method=Average2026.03 | 10.4788 | 10.115 | 73.81 | |
| LSTM-FedProxForecasting Method=LSTM, FL Method=FedProx2024.04 | 10.4907 | 11.9989 | 75.83 | |
| pFedMeAggregation Method=Average2026.03 | 10.5375 | 9.5557 | 71.76 | |
| LSTM-pFedMeForecasting Method=LSTM, FL Method=pFedMe2024.04 | 10.8816 | 10.7329 | 72.57 | |
| PAG-FedAvgAggregation Method=Average2026.03 | 13.7907 | 13.035 | 43.05 | |
| PAG-FedAvgForecasting Method=PAG, FL Method=FedAvg2024.04 | 13.7907 | 13.035 | 43.05 | |
| LSTM-PFLForecasting Method=LSTM, FL Method=PFL2024.04 | 15.5211 | 42.9448 | 81.38 | |
| LSTM-CNN-PFLForecasting Method=LSTM-CNN, FL Method=PFL2024.04 | 16.4544 | 46.13 | 82.06 | |
| No FL2026.03 | 18.6698 | 39.8802 | 69.88 | |
| No FLForecasting Method=LSTM, FL Method=—2024.04 | 18.6698 | 39.8802 | 69.88 | |
| LSTM-FedAvgForecasting Method=LSTM, FL Method=FedAvg2024.04 | 18.7478 | 41.1482 | 72.34 | |
| LSTM-CNN-FedAvgForecasting Method=LSTM-CNN, FL Method=FedAvg2024.04 | 18.8383 | 40.105 | 70.16 |