Federated Principal Component Analysis

Andreas Grammenos, Rodrigo Mendoza-Smith, Jon Crowcroft +1

We present a federated, asynchronous, and $(\epsilon ,\delta )$-differentially private algorithm for PCA in the memory-limited setting. Our algorithm incrementally computes local mode…