Table 3 Prediction results of 10-fold cross validation for three classifiers using random over-sampling method. The total number of SAGE tags analyzed is 522, in which 261 are PR-enriched. Each tag is represented by 14 SAGE libraries.
Method | Ac (%) | PR-enriched | non-PR-enriched | ||
|---|---|---|---|---|---|
| Â | Â | Pr (%) | Se (%) | Sp (%) | Pr (%) |
KStar | 91.2 | 99.5 | 82.8 | 99.6 | 85.2 |
C4.5 | 91.0 | 97.3 | 84.3 | 97.7 | 86.1 |
MLP | 66.5 | 61.6 | 87.4 | 45.6 | 78.3 |