296 citations · 341 across the 8 of their papers we have counts for
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cs.DS2012★ 14 cited
On Privacy-Preserving Histograms
Shuchi Chawla, Cynthia Dwork, Frank McSherry +1
We advance the approach initiated by Chawla et al. for sanitizing (census) data so as to preserve the privacy of respondents while simultaneously extracting "useful" statistical in…
cs.CR2012★ 30 cited
Calibrating Data to Sensitivity in Private Data Analysis
Davide Proserpio, Sharon Goldberg, Frank McSherry
We present an approach to differentially private computation in which one does not scale up the magnitude of noise for challenging queries, but rather scales down the contributions…