Separability with outliers

  • Authors:
  • Sariel Har-Peled;Vladlen Koltun

  • Affiliations:
  • Department of Computer Science, University of Illinois, Urbana, IL;Computer Science Department, Stanford University, Stanford, CA

  • Venue:
  • ISAAC'05 Proceedings of the 16th international conference on Algorithms and Computation
  • Year:
  • 2005

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Abstract

We develop exact and approximate algorithms for computing optimal separators and measuring the extent to which two point sets in d-dimensional space are separated, with respect to different classes of separators and various extent measures. This class of geometric problems generalizes two widely studied problem families, namely separability and the computation of statistical estimators.