= fi

Here N denotes a random variable with standard normal distribution. Relations in Eqns (2.3) and (2.4) constitute a nonparametric version of local asymptotic normality. The reason for choosing the rate n-112 in Eq. (2.1) is now apparent: with this choice, the likelihood ratio has a nondegenerate limit.