True and false discoveries with independent and sequential e-values

Fuente: arXiv
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Auteurs principaux: Vovk, Vladimir, Wang, Ruodu
Format: Preprint
Publié: 2020
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author Vovk, Vladimir
Wang, Ruodu
author_facet Vovk, Vladimir
Wang, Ruodu
contents In this paper we use e-values in the context of multiple hypothesis testing assuming that the base tests produce independent, or sequential, e-values. Our simulation and empirical studies and theoretical considerations suggest that, under this assumption, our new algorithms are superior to the known algorithms using independent p-values and to our recent algorithms designed for e-values without the assumption of independence.
format Preprint
id arxiv_https___arxiv_org_abs_2003_00593
institution arXiv
publishDate 2020
record_format arxiv
spellingShingle True and false discoveries with independent and sequential e-values
Vovk, Vladimir
Wang, Ruodu
Methodology
62F03, 62G10 (Primary) 62A01 (Secondary)
In this paper we use e-values in the context of multiple hypothesis testing assuming that the base tests produce independent, or sequential, e-values. Our simulation and empirical studies and theoretical considerations suggest that, under this assumption, our new algorithms are superior to the known algorithms using independent p-values and to our recent algorithms designed for e-values without the assumption of independence.
title True and false discoveries with independent and sequential e-values
topic Methodology
62F03, 62G10 (Primary) 62A01 (Secondary)
url https://arxiv.org/abs/2003.00593