Figure 1.

PLS plots for two cases in LOOCV for the Minnesota data comparing ischemic vs idiopathic. In both cases, the new sample labeled as "N" (i.e. left-out sample in LOOCV), belonging to class 1 and 2 respectively in the top and the bottom panels, is closer to the other group different from its true class, leading to misclassifications.