Bc. Arnold et Rm. Shavelle, JOINT CONFIDENCE SETS FOR THE MEAN AND VARIANCE OF A NORMAL-DISTRIBUTION, The American statistician, 52(2), 1998, pp. 133-140
The standard example of an exact joint confidence set provided in elem
entary textbooks involves normal data. In addition textbooks provide a
variety of asymptotic approximate joint confidence sets for (mu,sigma
(2)) in such a setting. What is lacking, and what is provided in this
article, is a comparative study of the size and actual performance of
these confidence sets. A mild surprise arises in the comparison. If th
e sample size is 100 or more, the asymptotic confidence regions, in ad
dition to being more robust to violations of distributional assumption
s, actually outperform the exact region in terms of expected area of t
he regions.