A Holm-type procedure controlling the false discovery rate
Yongchao Ge,
Stuart C. Sealfon,
Chi-Hong Tseng and
Terence P. Speed
Statistics & Probability Letters, 2007, vol. 77, issue 18, 1756-1762
Abstract:
Benjamini and Hochberg [1995. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. Roy. Statist. Soc. Ser. B 57, 289-300] proposed a step-up procedure controlling the false discovery rate (FDR) under the assumption that test statistics are independent. Benjamini and Yekutieli [2001. The control of false discovery rate in multiple hypothesis testing under dependency. Ann. Statist. 29 (4) 1165-1188] further developed a conservative procedure without this assumption. This paper proposes a Holm-type procedure controlling the FDR. This simple step-down procedure can be more powerful than the Benjamini and Yekutieli (2001) procedure when the number of rejected hypotheses is smaller than ln(m), where m is the total number of hypotheses.
Keywords: Multiple; testing; Holm; False; discovery; rate; Bonferroni; Dependent; data (search for similar items in EconPapers)
Date: 2007
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