Sharing Social Network Data: Differentially Private Estimation of Exponential-Family Random Graph Models

Vishesh Karwa, Pavel N. Krivitsky, Aleksandra B. Slavković

Motivated by a real-life problem of sharing social network data that contain sensitive personal information, we propose a novel approach to release and analyze synthetic graphs in…