The normalized distance can be defined as: A symmetric version of this cost is then calculated:  The idea in using this measure is that the way phonemes occur together matters less than the way the phonetic features occur together because phonemes themselves are defined in terms of the features.
it makes more sense to a have measure directly in terms of phonetic features.