 One standard choice for an approximating distribution is the empirical distribution function of the observed data.In the case where a set of observations can be assumed to be from an independent and identically distributed population, this can be implemented by constructing a number of resamples with replacement, of the observed data set (and of equal size to the observed data set).It may also be used for constructing hypothesis tests.