1-step forecasting on Shenzhen Dataset
1.5943QSCentral
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CentralForecasting Method=LSTM, FL Method=—2024.04 | 1.5943 | 3.214 | 64.6 | |
| PFGLForecasting Method=STAGCN, FL Method=PFL2024.04 | 6.8046 | 3.1554 | 71.26 | |
| GraphSAGE-FedAvgForecasting Method=GraphSAGE, FL Method=FedAvg2024.04 | 7.3219 | 3.3621 | 68.3 | |
| GCRN-FedAvgForecasting Method=GCRN, FL Method=FedAvg2024.04 | 7.338 | 3.6085 | 67.92 | |
| CNFGNNForecasting Method=CNFGNN, FL Method=CNFGNN2024.04 | 7.9611 | 4.0114 | 66.94 | |
| LSTM-FedProxForecasting Method=LSTM, FL Method=FedProx2024.04 | 8.4304 | 7.1159 | 74.95 | |
| LSTM-pFedMeForecasting Method=LSTM, FL Method=pFedMe2024.04 | 8.7668 | 6.2357 | 71.75 | |
| PAG-FedAvgForecasting Method=PAG, FL Method=FedAvg2024.04 | 11.294 | 17.0661 | 71.08 | |
| LSTM-PFLForecasting Method=LSTM, FL Method=PFL2024.04 | 12.6632 | 21.4935 | 51.94 | |
| LSTM-CNN-PFLForecasting Method=LSTM-CNN, FL Method=PFL2024.04 | 15.3383 | 45.4558 | 84.44 | |
| LSTM-FedAvgForecasting Method=LSTM, FL Method=FedAvg2024.04 | 17.7574 | 40.4155 | 71.17 | |
| No FLForecasting Method=LSTM, FL Method=—2024.04 | 18.6134 | 41.4446 | 71.06 | |
| LSTM-CNN-FedAvgForecasting Method=LSTM-CNN, FL Method=FedAvg2024.04 | 18.7825 | 41.9897 | 73.34 |