 Other early test statistics include the ratio of the mean absolute deviation to the standard deviation and of the range to the standard deviation.More recent tests of normality include the energy test (Székely and Rizzo) and the tests based on the empirical characteristic function (ECF) (e.g.Epps and Pulley, Henze–Zirkler, BHEP test).