Uniform concentration bounds for frequencies of rare events

Lhaut, Stéphane;Sabourin, Anne;Segers, Johan
(2022) Statistics & Probability Letters — Vol. 189, p. 109610 (2022)

Files

ISBA_RP_2022-23.pdf
  • Open Access
  • Adobe PDF
  • 1.07 MB

Details

Authors
  • Lhaut, StéphaneUCLouvain
    author
  • Sabourin, Anne
    author
  • Segers, Johanorcid-logoUCLouvain
    author
Abstract
New Vapnik–Chervonenkis type concentration inequalities are derived for the empirical distribution of an independent random sample. Focus is on the maximal deviation over classes of Borel sets within a low probability region. The constants are explicit, enabling numerical comparisons.
Affiliations

Citations

Lhaut, S., Sabourin, A., & Segers, J. (2022). Uniform concentration bounds for frequencies of rare events. Statistics & Probability Letters, 189, 109610. https://doi.org/10.1016/j.spl.2022.109610 (Original work published 2022)