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Conditional density and distribution functions can be approximated by the mixed Edgeworth-saddlepoint expansion. This technique is briefly described, and its use and character are illustrated by three examples concerning miscellaneous exponential families of order two.
Bo V. Pedersen (Mon,) studied this question.