A set of criteria for comparing efficient portfolios is critically reviewed here to show the inadequacy of the standard mean variance criterion used in traditional portfolio theory. These criteria emphasize, among other things, the following: (a) robustness, (b) multivariate distance as a measure of dissimilarity, and (c) diversity as an entropy measure related to information theory.