Regarding multiple comparisons, could someone please explain me why the power of false discovery rate (FDR) is greater than the power of family-wise error rate (FWER)?
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Basically it is because controlling the FWER controls the probability of making a Type I error AT ALL and the FDR allows Type I Errors but controls how many of them you make in proporition to your true positives. The FDR has a higher power because it has a higher Type I error rate, which is a classical trade-off. This is just a short answer, but I think it catches the essence. |
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