Dimension Reduction for Large-Scale Federated Data: Statistical Rate and Asymptotic Inference

Shuting Shen, Junwei Lu, Xihong Lin

In light of the rapidly growing large-scale data in federated ecosystems, the traditional principal component analysis (PCA) is often not applicable due to privacy protection consi…