MULTIPLE HYPOTHESES TESTING WITH WEIGHTS

Citation
Y. Benjamini et Y. Hochberg, MULTIPLE HYPOTHESES TESTING WITH WEIGHTS, Scandinavian journal of statistics, 24(3), 1997, pp. 407-418
Citations number
15
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
03036898
Volume
24
Issue
3
Year of publication
1997
Pages
407 - 418
Database
ISI
SICI code
0303-6898(1997)24:3<407:MHTWW>2.0.ZU;2-#
Abstract
In this paper we offer a multiplicity of approaches and procedures for multiple testing problems with weights. Some rationale for incorporat ing weights in multiple hypotheses testing are discussed. Various type -I error-rates and different possible formulations are considered, for both the intersection hypothesis testing and the multiple hypotheses testing problems. An optimal per family weighted error-rate controllin g procedure a la Spjotvoll (1972) is obtained. This model serves as a vehicle for demonstrating the different implications of the approaches to weighting. Alternative approaches to that of Holm (1979) for famil y-wise error-rate control with weights are discussed, one involving an alternative procedure for family-wise error-rate control, and the oth er involving the control of a weighted family-wise error-rate. Extensi ons and modifications of the procedures based on Simes (1986) are give n. These include a test of the overall intersection hypothesis with ge neral weights, and weighted sequentially rejective procedures for test ing the individual hypotheses. The false discovery rate controlling ap proach and procedure of Benjamini & Hochberg (1995) are extended to al low for different weights.