38 citations · 85 across the 13 of their papers we have counts for
3 papers · 1 filter
Hypothesis Testing under Mutual Information Privacy Constraints in the High Privacy Regime
Jiachun Liao, Lalitha Sankar, Vincent Y. F. Tan +1
Hypothesis testing is a statistical inference framework for determining the true distribution among a set of possible distributions for a given dataset. Privacy restrictions may re…
Optimized Data Pre-Processing for Discrimination Prevention
Flavio P. Calmon, Dennis Wei, Karthikeyan Natesan Ramamurthy +1
Non-discrimination is a recognized objective in algorithmic decision making. In this paper, we introduce a novel probabilistic formulation of data pre-processing for reducing discr…
Principal Inertia Components and Applications
Flavio P. Calmon, Ali Makhdoumi, Muriel Médard +3
We explore properties and applications of the Principal Inertia Components (PICs) between two discrete random variables and . The PICs lie in the intersection of information…