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False discovery rate control with e-values
E-values have gained attention as potential alternatives to p-values as measures of
uncertainty, significance and evidence. In brief, e-values are realized by random variables …
uncertainty, significance and evidence. In brief, e-values are realized by random variables …
Microarrays, empirical Bayes and the two-groups model
B Efron - 2008 - projecteuclid.org
The classic frequentist theory of hypothesis testing developed by Neyman, Pearson and
Fisher has a claim to being the twentieth century's most influential piece of applied …
Fisher has a claim to being the twentieth century's most influential piece of applied …
On dependence assumption in p-value based multiple test procedures
J Gou - Journal of Biopharmaceutical Statistics, 2023 - Taylor & Francis
There are various multiple comparison procedures used in confirmatory clinical studies and
exploratory research for multiplicity adjustment. Among them are the Hochberg and …
exploratory research for multiplicity adjustment. Among them are the Hochberg and …
False discovery rate control with groups
In the context of large-scale multiple hypothesis testing, the hypotheses often possess
certain group structures based on additional information such as Gene Ontology in gene …
certain group structures based on additional information such as Gene Ontology in gene …
[PDF][PDF] Adaptive false discovery rate control under independence and dependence.
G Blanchard, E Roquain - Journal of Machine Learning Research, 2009 - jmlr.org
In the context of multiple hypothesis testing, the proportion π0 of true null hypotheses in the
pool of hypotheses to test often plays a crucial role, although it is generally unknown a priori …
pool of hypotheses to test often plays a crucial role, although it is generally unknown a priori …
E-values as unnormalized weights in multiple testing
We study how to combine p-values and e-values, and design multiple testing procedures
where both p-values and e-values are available for every hypothesis. Our results provide a …
where both p-values and e-values are available for every hypothesis. Our results provide a …
Two simple sufficient conditions for FDR control
G Blanchard, E Roquain - 2008 - projecteuclid.org
We show that the control of the false discovery rate (FDR) for a multiple testing procedure is
implied by two coupled simple sufficient conditions. The first one, which we call “self …
implied by two coupled simple sufficient conditions. The first one, which we call “self …
Asymptotic Bayes-optimality under sparsity of some multiple testing procedures
Within a Bayesian decision theoretic framework we investigate some asymptotic optimality
properties of a large class of multiple testing rules. A parametric setup is considered, in …
properties of a large class of multiple testing rules. A parametric setup is considered, in …
An adaptive step-down procedure with proven FDR control under independence
Y Gavrilov, Y Benjamini, SK Sarkar - 2009 - projecteuclid.org
In this work we study an adaptive step-down procedure for testing m hypotheses. It stems
from the repeated use of the false discovery rate controlling the linear step-up procedure …
from the repeated use of the false discovery rate controlling the linear step-up procedure …
Incorporating the empirical null hypothesis into the Benjamini-Hochberg procedure
D Ghosh - Statistical applications in genetics and molecular …, 2012 - degruyter.com
For the problem of multiple testing, the Benjamini-Hochberg (BH) procedure has become a
very popular method in applications. We show how the BH procedure can be interpreted as …
very popular method in applications. We show how the BH procedure can be interpreted as …