Empirical score outer-product information

The empirical score outer-product matrix isUnder regularity and consistency of $\hat{\theta }$, $i_n(\hat{\theta })$ converges in probability to the Fisher information matrix. This convention differs from the negative-Hessian convention for Observed Fisher information.