k-Means Clustering with Distance-Based Privacy

Neural Information Processing Systems 

In this paper, we initiate the study of Euclidean clustering with Distance-based privacy. Distance-based privacy is motivated by the fact that it is often only needed to protect the privacy of exact, rather than approximate, locations.

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