An adaptive step-down procedure with proven FDR control under independence
Gavrilov, Yulia ; Benjamini, Yoav ; Sarkar, Sanat K.
Ann. Statist., Tome 37 (2009) no. 1, p. 619-629 / Harvested from Project Euclid
In this work we study an adaptive step-down procedure for testing m hypotheses. It stems from the repeated use of the false discovery rate controlling the linear step-up procedure (sometimes called BH), and makes use of the critical constants iq/[(m+1−i(1−q)], i=1, …, m. Motivated by its success as a model selection procedure, as well as by its asymptotic optimality, we are interested in its false discovery rate (FDR) controlling properties for a finite number of hypotheses. We prove this step-down procedure controls the FDR at level q for independent test statistics. We then numerically compare it with two other procedures with proven FDR control under independence, both in terms of power under independence and FDR control under positive dependence.
Publié le : 2009-04-15
Classification:  Multiple testing,  false discovery rate,  62J15
@article{1236693144,
     author = {Gavrilov, Yulia and Benjamini, Yoav and Sarkar, Sanat K.},
     title = {An adaptive step-down procedure with proven FDR control under independence},
     journal = {Ann. Statist.},
     volume = {37},
     number = {1},
     year = {2009},
     pages = { 619-629},
     language = {en},
     url = {http://dml.mathdoc.fr/item/1236693144}
}
Gavrilov, Yulia; Benjamini, Yoav; Sarkar, Sanat K. An adaptive step-down procedure with proven FDR control under independence. Ann. Statist., Tome 37 (2009) no. 1, pp.  619-629. http://gdmltest.u-ga.fr/item/1236693144/