certain regularity conditions, the Fisher information matrix may also be written as

The result is interesting in several ways:
*It is equal to minus the expected Hessian of the relative entropy.
*It can be used as a Riemannian metric for defining Fisher-Rao geometry when it is positive-definite.
*It can be understood as a metric induced from the Euclidean metric, after appropriate change