On a bounded parameter set, has an integrable envelope of a function class whenever is bounded and is integrable under the sampling law. A compact subset of the interior natural-parameter domain bounds the cumulant function of an exponential family and provides moments under model sampling; log-base-density integrability is an additional condition.
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