Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2009/ii/paper-2/5i/solution

An exponential dispersion family has density or mass function
with support independent of the natural parameter . Usually for a known weight . For the Poisson distribution, identify
The dispersion is fixed at one. Differentiating the normalizing identity gives ; differentiating again gives . Here both derivatives equal , so
The variance function expresses in terms of the mean . The canonical link function maps the mean to the natural parameter, so the Poisson canonical link is .

New to topics? Read the docs here!