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Eaton's Markov chain, its conjugate partner and $\mathscr{P}$-admissibility

Eaton's Markov chain, its conjugate partner and $\mathscr{P}$-admissibility

Suppose that X is a random variable with density $f(x|\theta)$ and that $\pi(\theta|x)$ is a proper posterior corresponding to an improper prior $\nu(\theta)$. The prior is called $\mathscr{P}$-admissible if the generalized Bayes estimator of every bounded function of $\theta$ is almost-$\nu$-admissible under squared error loss. Eaton showed that recurrence of …