Table 4.
AdaBoost | AdaBoost_RD | GentleBoost | GentleBoost_RD | LogitBoost | LogitBoost _RD | |
---|---|---|---|---|---|---|
ACC | 0.81 ± 0.04 | 0.68 ± 0.04 | 0.83 ± 0.07 | 0.63 ± 0.05 | 0.80 ± 0.04 | 0.61 ± 0.05 |
SEN | 0.78 ± 0.09 | 0.66 ± 0.07 | 0.80 ± 0.10 | 0.59 ± 0.11 | 0.77 ± 0.04 | 0.63 ± 0.09 |
SPE | 0.84 ± 0.06 | 0.70 ± 0.09 | 0.85 ± 0.06 | 0.67 ± 0.05 | 0.84 ± 0.06 | 0.60 ± 0.06 |
PPV | 0.82 ± 0.08 | 0.68 ± 0.07 | 0.84 ± 0.06 | 0.63 ± 0.08 | 0.81 ± 0.09 | 0.60 ± 0.08 |
NPV | 0.81 ± 0.08 | 0.68 ± 0.07 | 0.82 ± 0.08 | 0.63 ± 0.09 | 0.79 ± 0.06 | 0.63 ± 0.06 |
ACC = Accuracy; SEN = Sensitivity; SPE = Specificity; PPV = Positive predictive value; NPV = Negative predictive value. All of the values are denoted by Mean with SD. Results based on RD features are denoted by bold.