 In particular, the one-dimensional exponential family of probability density functions or probability mass functions with
has a monotone non-decreasing likelihood ratio in the sufficient statistic formula_36, provided that formula_37 is non-decreasing.Let formula_38 denote i.i.d.normally distributed formula_39-dimensional random vectors with mean formula_40 and covariance matrix formula_41.