Wishart Mechanism for Differentially Private Principal Components Analysis

Wuxuan Jiang, Cong Xie, Zhihua Zhang

We propose a new input perturbation mechanism for publishing a covariance matrix to achieve $(\epsilon ,0)$-differential privacy. Our mechanism uses a Wishart distribution to generate matr…