A New Privacy-Preserving Distributed k-Clustering Algorithm

@inproceedings{Jagannathan2006ANP,
  title={A New Privacy-Preserving Distributed k-Clustering Algorithm},
  author={Geetha Jagannathan and Krishnan Pillaipakkamnatt and Rebecca N. Wright},
  booktitle={SDM},
  year={2006}
}
We present a simple I/O-efficient k-clustering algorithm that was designed with the goal of enabling a privacy-preserving version of the algorithm. Our experiments show that this algorithm produces cluster centers that are, on average, more accurate than the ones produced by the well known iterative k-means algorithm. We use our new algorithm as the basis for a communication-efficient privacy-preserving k-clustering protocol for databases that are horizontally partitioned between two parties… CONTINUE READING
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