For Gauss-Hermite quadrature, we consider a systematic method for tran
sforming the variable of integration so that the integrand is sampled
in an appropriate region. The effectiveness of the quadrature then dep
ends on the ratio of the integrand to some Gaussian density being a sm
ooth function, well approximated by a low-order polynomial. It is poin
ted out that, in this approach, order one Gauss-Hermite quadrature bec
omes the Laplace approximation. Thus the quadrature as implemented her
e can be thought of as a higher-order Laplace approximation.