Clustering in the Presence of Background Noise

@inproceedings{BenDavid2014ClusteringIT,
  title={Clustering in the Presence of Background Noise},
  author={Shai Ben-David and Nika Haghtalab},
  booktitle={ICML},
  year={2014}
}
We address the problem of noise management in clustering algorithms. Namely, issues that arise when on top of some cluster structure the data also contains an unstructured set of points. We consider how clustering algorithms can be “robustified” so that they recover the cluster structure in spite of the unstructured part of the input. We introduce some quantitative measures of such robustness that take into account the strength of the embedded cluster structure as well as the mildness of the… CONTINUE READING

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