A note on <i>e</i>-values and multiple testing

Summary We discover a connection between the Benjamini–Hochberg procedure and the e-Benjamini–Hochberg procedure (Wang &amp; Ramdas, 2022) with a suitably defined set of e-values. This insight extends to Storey’s procedure and generalized versions of the Benjamini–Hochberg procedure and the model-free multiple testing procedure of Barber &amp; Candés (2015) with a general form of rejection rules. We further summarize these findings in a unified form. These connections open up new possibilities for designing multiple testing procedures in various contexts by aggregating e-values from different procedures or assembling e-values from different data subsets.

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Publication Details

Journal
Biometrika
Published
2024-10-09
DOI
https://doi.org/10.1093/biomet/asae050
Citations
1
Primary Topic
Safety Systems Engineering in Autonomy
Type
article
Field-Weighted Citation Impact
0.36
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article

A note on e-values and multiple testing

Guanxun Li, Xianyang Zhang
1 citations
Biometrika
Safety Systems Engineering in Autonomy
0.36
article

A note on e-values and multiple testing

Guanxun Li, Xianyang Zhang
article en
1 citations

Abstract

Summary We discover a connection between the Benjamini–Hochberg procedure and the e-Benjamini–Hochberg procedure (Wang &amp; Ramdas, 2022) with a suitably defined set of e-values. This insight extends to Storey’s procedure and generalized versions of the Benjamini–Hochberg procedure and the model-free multiple testing procedure of Barber &amp; Candés (2015) with a general form of rejection rules. We further summarize these findings in a unified form. These connections open up new possibilities for designing multiple testing procedures in various contexts by aggregating e-values from different procedures or assembling e-values from different data subsets.

BiometrikaVol. 112(1)
Beijing Normal-Hong Kong Baptist University (CN), Beijing Normal University (CN), Texas A&M University (US)
Openalex Percentile: Top 39%
Safety Systems Engineering in Autonomy
0.36
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A note on <i>e</i>-values and multiple testing — Guanxun Li, Xianyang Zhang · Biometrika (2024) | TGRS Research Map | TGRS