When we draw a ROC curve, how can we determine the optimal threshold? I think, the point that is closest to (0,1) vector is the best threshold. However, if we cannot calculate the distance, how can we determine the best threshold? Is there any other way to know that?
Also, I think eyeballing is a pretty good way. How do you guys think about the eyeballing method?