8 citations · 14 across the 3 of their papers we have counts for
3 papers · 1 filter
Differentially Private Data Analysis of Social Networks via Restricted Sensitivity
Jeremiah Blocki, Avrim Blum, Anupam Datta +1
We introduce the notion of restricted sensitivity as an alternative to global and smooth sensitivity to improve accuracy in differentially private data analysis. The definition of…
On the Semantics of Purpose Requirements in Privacy Policies
Michael Carl Tschantz, Anupam Datta, Jeannette M. Wing
Privacy policies often place requirements on the purposes for which a governed entity may use personal information. For example, regulations, such as HIPAA, require that hospital e…
Formal Verification of Differential Privacy for Interactive Systems
Michael Carl Tschantz, Dilsun Kaynar, Anupam Datta
Differential privacy is a promising approach to privacy preserving data analysis with a well-developed theory for functions. Despite recent work on implementing systems that aim to…