Differential Privacy – A Primer for the Perplexed

By Cynthia Dwork, Frank McSherry, Kobbi Nissim, Adam D. Smith. 2011

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Arjun Narayan
2. Marco Gaboardi
3. Anna C. Gilbert
4. Justin Hsu
5. Andreas Haeberlen
6. Danfeng Zhang
7. Audra McMillan
8. Gilles Barthe

Citations in the corpus

• Privacy in Pharmacogenetics: An End-to-End Case Study of Personalized Warfarin Dosing (2014, neutral): “Differential privacy is often misunderstood by those who wish to apply it, as pointed out by Dwork and others [13].”
• Differential Privacy: An Economic Method for Choosing Epsilon (2014, background): “While the definition of differential privacy is formally valid for any value of ε [9], values that are too large or too small give”
• Property Testing For Differential Privacy (2018, background): “In contrast, while it is desirable to have small, a larger still gives meaningful guarantees ((16)).”