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Minimum-area confidence sets for a normal distribution
Authors:Jesse Frey  Osvaldo MarreroDouglas Norton
Institution:Department of Mathematical Sciences, Villanova University, Villanova, PA 19085, USA
Abstract:When making inference on a normal distribution, one often seeks either a joint confidence region for the two parameters or a confidence band for the cumulative distribution function. A number of methods for constructing such confidence sets are available, but none of these methods guarantees a minimum-area confidence set. In this paper, we derive both a minimum-area joint confidence region for the two parameters and a minimum-area confidence band for the cumulative distribution function. The minimum-area joint confidence region is asymptotically equivalent to other confidence regions in the literature, but the minimum-area confidence band improves on existing confidence bands even asymptotically.
Keywords:Confidence band  Cumulative distribution function  Joint confidence region
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