239 citations · 502 across the 13 of their papers we have counts for
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stat.ML2015★ 9 cited
Private Posterior distributions from Variational approximations
Vishesh Karwa, Dan Kifer, Aleksandra B. Slavković
Privacy preserving mechanisms such as differential privacy inject additional randomness in the form of noise in the data, beyond the sampling mechanism. Ignoring this additional no…
stat.CO2015
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…