I am reviewing old exercise solutions and the following info is given: Assume that the conjugate prior for θ (as a special case of the gamma distribution) is following the exponential distribution with E[θ] = 2.
When finding the posterior they've used a prior proportional to $\exp(-\frac{1}{2} \theta)$. How does one conclude that?