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False discovery control with p-value weighting.

Authors :
Genovese, Christopher R.
Roeder, Kathryn
Wasserman, Larry
Source :
Biometrika. Sep2006, Vol. 93 Issue 3, p509-524. 16p. 3 Graphs.
Publication Year :
2006

Abstract

We present a method for multiple hypothesis testing that maintains control of the false discovery rate while incorporating prior information about the hypotheses. The prior information takes the form of p-value weights. If the assignment of weights is positively associated with the null hypotheses being false, the procedure improves power, except in cases where power is already near one. Even if the assignment of weights is poor, power is only reduced slightly, as long as the weights are not too large. We also provide a similar method for controlling false discovery exceedance. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00063444
Volume :
93
Issue :
3
Database :
Academic Search Index
Journal :
Biometrika
Publication Type :
Academic Journal
Accession number :
22770379
Full Text :
https://doi.org/10.1093/biomet/93.3.509