Preventing Adversarial Use of Datasets through Fair Core-Set Construction

Benjamin Spector, Ravi Kumar, Andrew Tomkins

We propose improving the privacy properties of a dataset by publishing only a strategically chosen "core-set" of the data containing a subset of the instances. The core-set allows…