In reply to MOLINA BECK.

I forgot to mention that the No group is extremely small compared to the Yes group, only about 3-5 percent of all observations in the combined dataset. When trying to assign a new observation to one of the groups I didn't want to use a logistic regression because I was afraid the no group would be considered as outliers, this is why I thought of using Mahalanobis distance.