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

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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 considerations and large computational burden. Algorithms were proposed to lower the ... ...