Research Article

Generalized and Multiple-Queries-Oriented Privacy Budget Strategies in Differential Privacy via Convergent Series

Algorithm 1

One iteration of differentially private k-means clustering.
(1)Partition the points into clusters with a set of centroids
(2)for each of the cluster , do
(3)Count the noisy number of points in as
(4)Compute the noisy sum of points in as
(5)Update a new centroid .
(6)end for