Table 1.
Classifier | TPR | FPR | Accuracy (%) | G mean | ROC area | BCR (%) | MCC | Cost |
---|---|---|---|---|---|---|---|---|
Naïve Bayes | 54.4 | 19.9 | 80.06 | 66.05 | 75.3 | 67.29 | 0.04 | 28 |
Random forest | 80 | 19.6 | 80.35 | 80.18 | 87 | 80.18 | 0.07 | 150,000 |
J48 | 67.2 | 19.3 | 80.65 | 73.65 | 77.3 | 73.96 | 0.06 | 23,000 |
SMO | 78.3 | 20.8 | 79.19 | 78.76 | 84.5 | 78.76 | 0.07 | 450 |