Department of Statistics Unitmark
Dietrich College of Humanities and Social Sciences

Exceedance Control of the False Discovery Proportion

Publication Date

July, 2004

Publication Type

Tech Report

Author(s)

Christopher Genovese and Larry Wasserman

Abstract

Multiple testing methods to control the False Discovery Rate (FDR), the expected proportion of falsely rejected null hypotheses among all rejections) have received much attention. It can be valuable instead to control not the mean of this false discovery proportion (FDP) but the probability that the FDP exceeds a specified bound. In this paper, we construct a general class of methods for exceedance control of FDP based on inverting tests of uniformity. The method also produces a confidence envelope for the FDP as a function of rejection threshold. We discuss how to select a procedure with good power.