Table 2.
Cross-validation measurements on gene expression data (10-fold)
Measure | ANN | SVM | SSL | GSSLPI | Kim et al.28 |
---|---|---|---|---|---|
AUC | 0.7436 ± 0.0541 | 0.7852 ± 0.1311 | 0.6746 ± 0.1115 | 0.7922 ± 0.122 | 0.7822 ± 0.128 |
ER | 0.1930 ± 0.0798 | 0.1692 ± 0.0728 | 0.2439 ± 0.0745 | 0.1847 ± 0.0960 | 0.1819 ± 0.1003 |
PPV | 0.7340 ± 0.2026 | 0.75316 ± 0.1732 | 0.5340 ± 0.1602 | 0.7998 ± 0.1383 | 0.7872 ± 0.1682 |
NPV | 0.6152 ± 0.0847 | 0.7626 ± 0.1185 | 0.6061 ± 0.0745 | 0.7820 ± 0.0934 | 0.7731 ± 0.0911 |
TPR | 0.6677 ± 0.0916 | 0.7684 ± 0.1423 | 0.65733 ± 0.1016 | 0.6971 ± 0.1978 | 0.6931 ± 0.1900 |
FPR | 0.1395 ± 0.0424 | 0.1330 ± 0.0891 | 0.1481 ± 0.0363 | 0.1328 ± 0.1267 | 0.1376 ± 0.1217 |