Results on historical database Method AUC SENS PPV NPV ACCU 0.86809 0.44753 0295620973450.92747 12345 0.8907 0.5135 0.3386 0.9751 0.9293 0.91995 0.58558 0.36864 0.97871 0.93269 0.92108 0.60087 0.37466 0.97948 0.93342 0.9221 0.60961 0.37805 0.97992 093384 At specificity=0.95 1: bucketing logistic regression 2: bucketing logistic regression bagging 3: bucketing logistic regression bucket bagging 4: bucketing logistic regression biased bucket bagging 5: bucketing logistic regression biased bucket bagging exploratory undersamplingResults on Historical Database Method AUC SENS PPV NPV ACCU 1 0.86809 0.44753 0.29562 0.97345 0.92747 2 0.8907 0.5135 0.3386 0.9751 0.9293 3 0.91995 0.58558 0.36864 0.97871 0.93269 4 0.92108 0.60087 0.37466 0.97948 0.93342 5 0.9221 0.60961 0.37805 0.97992 0.93384 1: bucketing + logistic regression 2: bucketing + logistic regression + bagging 3: bucketing + logistic regression + bucket bagging 4: bucketing + logistic regression + biased bucket bagging 5: bucketing + logistic regression + biased bucket bagging + exploratory undersampling At specificity=0.95