129 citations · 313 across the 10 of their papers we have counts for
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math.ST2014★ 49 cited
Privacy and Statistical Risk: Formalisms and Minimax Bounds
Rina Foygel Barber, John C. Duchi
We explore and compare a variety of definitions for privacy and disclosure limitation in statistical estimation and data analysis, including (approximate) differential privacy, tes…
cs.IT2014★ 48 cited
Optimality guarantees for distributed statistical estimation
John C. Duchi, Michael I. Jordan, Martin J. Wainwright +1
Large data sets often require performing distributed statistical estimation, with a full data set split across multiple machines and limited communication between machines. To stud…