Peter F. Christoffersen, Evaluating Interval Forecasts, International Economic Review, Vol. 39, No. 4, Symposium on Forecasting and Empirical Methods in Macroeconomics and Finance (Nov., 1998), pp. 841-862
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Peter Christoffersen (1998) studied this question.