If the prior for the rate, is a gamma distribution, that
is:
then the posterior distribution will also be gamma. That is, the gamma is a conjugate
prior for this likelihood, which makes the derivation of the posterior distribution a
straightforward exercise. A vague prior, G(2,20) is taken for the rate, .