Accurate tests and intervals based on linear cusum statistics

Suppose that we are monitoring incoming observations for a change in mean via a cusum test statistic. The usual nonparametric methods give first and second order approximations for the one- and two-sided cases. We show how to improve the order of these approximations for linear statistics.