Research Article

Full Data-Processing Power Load Forecasting Based on Vertical Federated Learning

Table 1

Descriptions of three used real-world datasets.

DatasetPartyOriginal sizeAfter cleaningAfter aligningAfter selectingExperiment

Dataset-1Electricity26496.226496.226496.226496.2Centralized
Two-party FL
Weather26496.626496.626496.626496.5
Dataset-2Electricity22200.222200.222200.222200.1
Weather22200.1622200.1622200.1622200.13
Dataset-3Electricity35017.235017.235017.235017.2Centralized
Two-party FL
Three-party FL
Energy178396.17178396.1735017.1735017.14
Weather35017.2835017.2135017.2135017.9