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. 2013 Sep 19;54(1):218–229. doi: 10.1021/ci400289j

Table 7. Simplified Classification Models using Rule of Five Descriptorsa.

  confusion matrix
        
models TP TN FP FN sensitivity specificity MCC accuracy
RF 127 117 97 5 0.96 0.55 0.52 0.71
SVM 131 90 124 1 0.99 0.42 0.46 0.64
KNN 117 102 112 15 0.89 0.48 0.37 0.63
DT 126 132 82 6 0.95 0.62 0.57 0.75
a

Statistics describe the classification performance on the external test set. Note: RF, random forest; SVM, support vector machine; kNN, kappa nearest neighbor; DT, decision tree; MCC, Matthews’s correlation coefficient.