Box plots of different performance measures from single‐subject prediction of diagnostic status. The 12 state fractional occupancy values were used as subject‐specific features. Each box represents the distribution of a performance measure over 100 runs of 10‐fold cross validation. Blue box = 25–75 percentile, red line = median, black dotted lines = 9–91 percentile, red “+” = outliers. AUC, area under the curve; SVM, support‐vector machine; kNN, k‐nearest neighbor; DT, decision trees; NB, naive Bayes; RF, random forest; EN, ensemble of trees [Color figure can be viewed at http://wileyonlinelibrary.com]