Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 206 1 a Solution Created 2026-10-03 Updated 2026-10-05
Write the exponential dispersion family in the conventionAssume that the support does not depend on the parameters, that is in the interior of the natural parameter space, and that differentiation can pass under the normalizing integral or sum. Differentiating at fixed dispersion parameter givesso the expectation is . A second differentiation givesConsequentlyHere is the cumulant function of an exponential family; the same identities follow by differentiating . For a known observation weight , replace by . These regularity assumptions for differentiation under the integral sign matter: differentiation of a parameter-dependent support can introduce additional boundary terms.