Research Article
Full Data-Processing Power Load Forecasting Based on Vertical Federated Learning
Table 1
Descriptions of three used real-world datasets.
| Dataset | Party | Original size | After cleaning | After aligning | After selecting | Experiment |
| Dataset-1 | Electricity | 26496.2 | 26496.2 | 26496.2 | 26496.2 | Centralized Two-party FL | Weather | 26496.6 | 26496.6 | 26496.6 | 26496.5 | Dataset-2 | Electricity | 22200.2 | 22200.2 | 22200.2 | 22200.1 | Weather | 22200.16 | 22200.16 | 22200.16 | 22200.13 | Dataset-3 | Electricity | 35017.2 | 35017.2 | 35017.2 | 35017.2 | Centralized Two-party FL Three-party FL | Energy | 178396.17 | 178396.17 | 35017.17 | 35017.14 | Weather | 35017.28 | 35017.21 | 35017.21 | 35017.9 |
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