$Y\mid X\sim \textrm{Poisson}(X)$ and $X\sim\textrm{Gamma}(k,\theta)$ Find the marginal distribution, mean and variance of $Y$. Show that the marginal distribution is a negative binomial if $k$ is an integer.
Poisson conditional on Gamma
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probability