Definition
Bonferroni Correction for Multiple Comparisons
The Bonferroni correction is a single-step procedure that controls the family-wise error rate when testing null hypotheses simultaneously. Each individual hypothesis is tested at the adjusted significance level , equivalently by comparing its raw -value to . By Boole's (Bonferroni) inequality, under any joint distribution of the test statistics, so without dependence assumptions. The correction is conservative because the bound is loose when tests are positively dependent or when many nulls are false, which is the gap that step-down refinements such as Holm-Bonferroni close.
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Updated 2026-05-18
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