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Activity Number: 143
Type: Contributed
Date/Time: Monday, July 30, 2007 : 10:30 AM to 12:20 PM
Sponsor: Biometrics Section
Abstract - #308161
Title: Exonerating Bonferroni's Multiple Testing Procedure
Author(s): Alexander Gordon*+ and Galina Glazko and Xing Qiu and Andrei Yakovlev
Companies: The University of North Carolina at Charlotte and University of Rochester and University of Rochester and University of Rochester
Address: 9201 University City Blvd, Charlotte, NC, 28223,
Keywords: multiple testing ; Bonferroni's procedure ; stability ; microarrays
Abstract:

The Bonferroni multiple testing procedure is commonly perceived as being overly conservative in large-scale simultaneous testing situations such as those that arise in microarray data analysis. The objective of the present study is to show that this popular belief is due to overly stringent requirements that are typically imposed on the procedure rather than to its conservative nature. To get over its notorious conservatism, we advocate using the Bonferroni selection rule as a procedure that controls the per family error rate (PFER). Its stability, as well as the ability to provide strong control of the PFER, make the Bonferroni procedure an attractive choice in microarray studies.


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Revised September, 2007