To construct a tail estimator from this expression, the onlyadditional element we need is an estimation of F(u). For thispurpose, we take the obvious empirical estimator (u − Nu)/u.We then use the historical simulation method. Introducing thehistorical simulation estimate of F(u) and setting r = y + u in theequation, we arrive at the tail estimator