p-value peeking and estimating extrema.

Akshay Balsubramani

Published 2020 in arXiv: Statistics Theory

ABSTRACT

A pervasive issue in statistical hypothesis testing is that the reported $p$-values are biased downward by data "peeking" -- the practice of reporting only progressively extreme values of the test statistic as more data samples are collected. We develop principled mechanisms to estimate such running extrema of test statistics, which directly address the effect of peeking in some general scenarios.

PUBLICATION RECORD

  • Publication year

    2020

  • Venue

    arXiv: Statistics Theory

  • Publication date

    2020-11-02

  • Fields of study

    Mathematics

  • Identifiers
  • External record

    Open on Semantic Scholar

  • Source metadata

    Semantic Scholar

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