Note on a paradox in decision-theoretic interval estimation

Casella, Hwang and Robert, Statistica Sinica, 1993, consider a loss function that is a linear combination of the interval length and the indicator function that this interval includes the parameter of interest. They show that this leads to a confidence interval for the normal mean with paradoxical behavior. We show that a simple modification of this loss function removes this behavior.