More Flexible Differential Privacy: The Application of Piecewise Mixture Distributions in Query Release

David B. Smith, Kanchana Thilakarathna, Mohamed Ali Kaafar

There is an increasing demand to make data "open" to third parties, as data sharing has great benefits in data-driven decision making. However, with a wide variety of sensitive dat…