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Many multiple testing procedures (MTPs) are available today, and their number is growing.
Resampling-based empirical Bayes multiple testing procedures for controlling generalized tail probability and expected value error rates: focus on the false discovery rate and simulation study.
For large-scale problems, adaptively focusing power on the more promising hypotheses (those more likely to yield discoveries) can lead to much more powerful multiple testing procedures.
First, we explore the extent of possible departures from normality in the context of high-dimensional data and multiple testing procedures that require estimating distal tail probabilities.
Several multiple testing procedures were recently proposed to perform multiple comparisons with a control in direction-mixed families that contain a mixture of one- and two-sided inferences.
Apart from the privacy considerations, we develop a new technique that is based on a backward submartingale for proving FDR control of a broad class of multiple testing procedures, including our private procedure, and both the BHq step-up and step-down procedures.
Similar(22)
Furthermore, we propose a multiple testing procedure to adjust for multiplicity.
Fleming's multiple-stage design [Fleming TR. One-sample multiple testing procedure for phase II clinical trials.
This paper provides a general method for extending any multiple testing procedure to control any error rate, thereby allowing for the procedure possessing the desired properties to be used to control the most relevant error rate.
A multiple testing procedure to associate gene expression levels with survival.
Roeder et al. [44] also proposed a weighted multiple testing procedure.
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