937 citations · 3.8k across the 80 of their papers we have counts for
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math.ST2018★ 3 cited
The Right Complexity Measure in Locally Private Estimation: It is not the Fisher Information
John C. Duchi, Feng Ruan
We identify fundamental tradeoffs between statistical utility and privacy under local models of privacy in which data is kept private even from the statistician, providing instance…
math.ST2018★ 2 cited
A constrained risk inequality for general losses
John C. Duchi, Feng Ruan
We provide a general constrained risk inequality that applies to arbitrary non-decreasing losses, extending a result of Brown and Low [Ann. Stat. 1996]. Given two distributions $P_…