Models | Total accuracy | Sensitivity | Specificity | Positive likelihood ratio | Negative likelihood ratio | Positive predictive value | Negative predictive value | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | Mean | Std. dev | Mean | Std. dev | Mean | Std. dev | Mean | Std. dev | Mean | Std. dev | Mean | Std. dev | Mean | Std. dev |
DT | 0.87 | 0.02 | 0.44 | 0.08 | 0.96 | 0.01 | 14.58 | 9.91 | 0.58 | 0.05 | 0.71 | 0.01 | 0.89 | 0.02 |
RF | 0.82 | 0.03 | 0.05 | 0.03 | 0.99 | 0.01 | 6.09 | 4.87 | 0.96 | 0.03 | 0.50 | 0.16 | 0.83 | 0.03 |
SVM | 0.83 | 0.03 | 0.02 | 0.004 | 0.99 | 0.0002 | 4.72 | 0.94 | 0.98 | 0.004 | 0.5 | 0 | 0.82 | 0.03 |
LR | 0.83 | 0.02 | 0.19 | 0.09 | 0.96 | 0.02 | 7.08 | 7.49 | 0.84 | 0.09 | 0.48 | 0.25 | 0.85 | 0.02 |