Cluster Stability for Finite Samples

@inproceedings{Shamir2007ClusterSF,
  title={Cluster Stability for Finite Samples},
  author={Ohad Shamir and Naftali Tishby},
  booktitle={NIPS},
  year={2007}
}
Over the past few years, the notion of stability in data clustering has received growing attention as a cluster validation criterion in a sample-based framework. However, recent work has shown that as the sample size increases, any clustering model will usually become asymptotically stable. This led to the conclusion that stability is lacking as a theoretical and practical tool. The discrepancy between this conclusion and the success of stability in practice has remained an open question, which… CONTINUE READING
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