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Oracle and Adaptive Compound Decision Rules for False Discovery Rate Control

Oracle and Adaptive Compound Decision Rules for False Discovery Rate Control

AbstractWe develop a compound decision theory framework for multiple-testing problems and derive an oracle rule based on the z values that minimizes the false nondiscovery rate (FNR) subject to a constraint on the false discovery rate (FDR). We show that many commonly used multiple-testing procedures, which are p valueā€“based, are ā€¦