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Sample-based anomaly detector tuning with finite sample guarantees.

David UmsonstJustin RuthsHenrik Sandberg
Published in: ACC (2021)
Keyphrases
  • finite sample
  • sample size
  • statistical learning theory
  • uniform convergence
  • model selection
  • nearest neighbor
  • error bounds
  • upper bound
  • worst case
  • generalization bounds
  • pairwise
  • generalization error
  • parzen window