Spyros Makridakis, Robert L. Winkler, Sampling Distributions of Post-Sample Forecasting Errors, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 38, No. 2 (1989), pp. 331-342
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Makridakis et al. (1989) studied this question.
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