19 citations · 99 across the 20 of their papers we have counts for
3 papers · 1 filter
Information Contraction under -Differentially Private Mechanisms
Theshani Nuradha, Ian George, Christoph Hirche
The distinguishability quantified by information measures after being processed by a private mechanism has been a useful tool in studying various statistical and operational tasks…
Pufferfish Privacy: An Information-Theoretic Study
Theshani Nuradha, Ziv Goldfeld
Pufferfish privacy (PP) is a generalization of differential privacy (DP), that offers flexibility in specifying sensitive information and integrates domain knowledge into the priva…
k-Sliced Mutual Information: A Quantitative Study of Scalability with Dimension
Ziv Goldfeld, Kristjan Greenewald, Theshani Nuradha +1
Sliced mutual information (SMI) is defined as an average of mutual information (MI) terms between one-dimensional random projections of the random variables. It serves as a surroga…