On spike and slab empirical Bayes multiple testing

Citation
Castillo Ismael et Roquain Etienne, On spike and slab empirical Bayes multiple testing, Annals of statistics , 48(5), 2020, pp. 2548-2574
Journal title
ISSN journal
00905364
Volume
48
Issue
5
Year of publication
2020
Pages
2548 - 2574
Database
ACNP
SICI code
Abstract
This paper explores a connection between empirical Bayes posterior distributions and false discovery rate (FDR) control. In the Gaussian sequence model this work shows that empirical Bayes-calibrated spike and slab posterior distributions allow a correct FDR control under sparsity. Doing so, it offers a frequentist theoretical validation of empirical Bayes methods in the context of multiple testing. Our theoretical results are illustrated with numerical experiments.