In reply to Ksharp.

No, the variables are not independent, but the simple rectangular regions that I discuss here use only the variances of each individual variable. In contrast, a confidence ellipse uses the covariance to create a "diagonally oriented" confidence region. That is why I called an ellipse the "most natural confidence region" for a multivariate mean.