Research Article
A Deep Belief Network and Dempster-Shafer-Based Multiclassifier for the Pathology Stage of Prostate Cancer
Table 6
Detailed ROC curve analysis results of all classification methods using the validation set.
| | AUC | value | 95% confidence interval | Lower bound | Upper bound |
| Partin table | 0.620 ± 0.012 | 0.000 | 0.597 | 0.644 | C4.5 | 0.709 ± 0.012 | 0.000 | 0.686 | 0.731 | NB | 0.763 ± 0.011 | 0.000 | 0.741 | 0.785 | LR | 0.715 ± 0.012 | 0.000 | 0.692 | 0.737 | ANN | 0.736 ± 0.012 | 0.000 | 0.714 | 0.758 | SVM | 0.685 ± 0.012 | 0.000 | 0.662 | 0.708 | RF | 0.638 ± 0.012 | 0.000 | 0.615 | 0.662 | DBN | 0.678 ± 0.012 | 0.000 | 0.655 | 0.701 | DBN-DS | 0.777 ± 0.011 | 0.000 | 0.755 | 0.798 |
|
|