2018
Minimax-Optimal Privacy-Preserving Sparse PCA in Distributed Systems
AISTATS 2018poster
This paper proposes a distributed privacy-preserving sparse PCA (DPS-PCA) algorithm that generates a minimax-optimal sparse PCA estimator under differential privacy constraints. In a distributed optimization framework, data providers can use this algorithm to collaboratively analyze the union of the…