TABLE 1

Performance metrics for all six BSEP classification models

Models indicating an improvement in performance of ≥0.05 over the simple property based recursive partitioning scheme are highlighted in bold.

ModelPrecisionSensitivitySpecificityAccuracyF scoreκMatthew's Correlation Coefficient
PositiveNegative
RP_ClogP_MW0.830.840.840.830.830.830.670.67
RF_AZdesc0.830.820.820.830.820.820.650.65
SVM_AZdesc0.850.900.900.840.870.880.740.74
PLS_AZdesc0.820.880.890.800.840.850.690.69
RF_AZFP_AZtop140.820.830.830.820.820.830.590.65
SVM_AZFP_AZtop140.840.850.850.840.840.850.690.69