A Poisson distribution with mean and positive known exposure has Fisher information , so its Jeffreys prior kernel is . The proper shape-rate gamma distribution has kernel , approximating the improper kernel where is small. Its posterior is , converging to . There is no normalized Jeffreys prior to which the proper priors converge weakly; this is kernel approximation and posterior convergence.
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