Exploiting Metric Structure for Efficient Private Query Release

We consider the problem of privately answering queries defin ed on databases which are collections of points belonging to some metric space. We give simple, com putationally efficient algorithms for answeringdistance queriesdefined over an arbitrary metric. Distance queries are speci fied by points in the metric space, and ask for the average distance from… CONTINUE READING