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In this paper, we consider the prediction problem of a future observation in a family of scale parameter models under a class of precautionary prediction loss function in the context of Bayes and robust Bayes methodology. Under three members of the precautionary prediction loss functions, which are suitable members when considering scale invariant models, we deal with Bayes, Minimax, Posterior Regret...
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