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Hoeffding and Bernstein Inequalities for U-statistics without Replacement

  • DOI: 10.1016/j.spl.2022.109528
  • Link: https://doi.org/10.1016/j.spl.2022.109528
  • Department: Department of Computer Science, Intelligent Data Analysis
  • Annotation:
    Concentration inequalities quantify random fluctuations of functions of random variables, typically by bounding the probability that such a function differs from its expected value by more than a certain amount. In this paper, we extend Hoeffding’s inequality and Bernstein’s inequality for U-statistics to the setting of sampling without replacement from a finite population.

Responsible person Ing. Mgr. Radovan Suk