Differentially Private Clustering: Tight Approximation Ratios

Badih Ghazi, Ravi Kumar, Pasin Manurangsi

Our results also imply an improved algorithm for the Sample and Aggregate privacy framework. Furthermore, we show that one of the tools used in our 1-Cluster algorithm can be employed to get a faster quantum algorithm for ClosestPair in a moderate number of dimensions.