In this paper, we focused on the two-class problem. While LDA and logistic regression can be extended to accommodate multicategorical responses, the ROC arguments that motivated the method here only exist for two populations. We are currently exploring theoretical frameworks for generalizing ROC ideas for multiple disease states.
