Control procedures and estimators of the false discovery rate and their application in low-dimensional settings: An empirical investigation

When many (up to millions) of statistical tests are conducted in discovery set analyses such as genome-wide association studies (GWAS), approaches controlling family-wise error rate (FWER) or false discovery rate (FDR) are required to reduce the number of false positive decisions.