Table 2.

Common binary classification measures

MeasureDefinition
ACC=TP+TNTP+TN+FP+FN
PPV=TPTP+FP
TPR=TPTP+FN
FNR=FPFN+TP
FPR=FPFP+TN
TNR=TNTN+FP
PT=TPR(1TNR)+TNR1TPR+TNR1
F1=2TP2TP+FP+FN
MCC=TP×TNFP×FN(TP+FP)(TP+FN)(TN+FP)(TN+FN)
MeasureDefinition
ACC=TP+TNTP+TN+FP+FN
PPV=TPTP+FP
TPR=TPTP+FN
FNR=FPFN+TP
FPR=FPFP+TN
TNR=TNTN+FP
PT=TPR(1TNR)+TNR1TPR+TNR1
F1=2TP2TP+FP+FN
MCC=TP×TNFP×FN(TP+FP)(TP+FN)(TN+FP)(TN+FN)
Table 2.

Common binary classification measures

MeasureDefinition
ACC=TP+TNTP+TN+FP+FN
PPV=TPTP+FP
TPR=TPTP+FN
FNR=FPFN+TP
FPR=FPFP+TN
TNR=TNTN+FP
PT=TPR(1TNR)+TNR1TPR+TNR1
F1=2TP2TP+FP+FN
MCC=TP×TNFP×FN(TP+FP)(TP+FN)(TN+FP)(TN+FN)
MeasureDefinition
ACC=TP+TNTP+TN+FP+FN
PPV=TPTP+FP
TPR=TPTP+FN
FNR=FPFN+TP
FPR=FPFP+TN
TNR=TNTN+FP
PT=TPR(1TNR)+TNR1TPR+TNR1
F1=2TP2TP+FP+FN
MCC=TP×TNFP×FN(TP+FP)(TP+FN)(TN+FP)(TN+FN)
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