There has been a recent interest in reporting p-values adjusted for the resampling-based
stepdown multiple testing procedures proposed in Romano and Wolf (2005a,b). The original
papers only describe how to carry out multiple testing at a fixed significance level.
Computing adjusted p-values instead in an efficient manner is not entirely trivial. Therefore,
this paper fills an apparent gap by detailing such an algorithm.