Privacy-preserving Data Sharing on Vertically Partitioned Data

no code implementations • 19 Oct 2020 • Razane Tajeddine, Joonas Jälkö, Samuel Kaski, Antti Honkela

We modify a secure multiparty computation (MPC) framework to combine MPC with differential privacy (DP), in order to use differentially private MPC effectively to learn a probabilistic generative model under DP on such vertically partitioned data.

Privacy Preserving Variational Inference