Figure 2. Incorporating the cost matrix into nearest neighbor shows that certain boundaries (normal-medium) vary as uncertainty increases, whereas others (normal-mild) do not. For the faults shown, we see that as uncertainty increases this classifier favors a medium classification over a normal classification. [back]