Table 3.
Sensitivity analysis on different choices of training/testing samples (Accuracy).
Method | Sample division ratio between training set (%) and testing set (%) | |||||
---|---|---|---|---|---|---|
90/10 | 80/20 | 70/30 | 60/40 | 50/50 | Mean ± STD | |
C5.0 | 0.725 | 0.803 | 0.730 | 0.724 | 0.702 | 0.737 ± 0.039 |
ABC4.5 | 0.65 | 0.704 | 0.713 | 0.699 | 0.629 | 0.679 ± 0.037 |
ABCART | 0.675 | 0.667 | 0.639 | 0.712 | 0.654 | 0.669 ± 0.027 |
ABID3 | 0.575 | 0.728 | 0.631 | 0.644 | 0.624 | 0.64 ± 0.0555 |