Characterizing the Zeta Distribution via Continuous Mixtures

We offer two novel characterizations of the Zeta distribution: first, as a tractable continuous mixture of Negative Binomial distributions (with fixed shape parameter), and second, as a tractable continuous mixture of Poisson distributions. In both cases, the resulting Zeta distributions are identifiable; that is, each mixture can be associated with a unique mixing distribution.