Table 1 Results of simulations.
From: Molecular pathway identification using biological network-regularized logistic models
| Â | Sensitivity | Specificity | Bernoulli Error Loss | ||||||
|---|---|---|---|---|---|---|---|---|---|
# | Lasso | Elastic | Lapnet | Lasso | Elastic | Lapnet | Lasso | Elastic | Lapnet |
1 | 0.3146 | 0.4995 | 0.7583 | 0.9744 | 0.9945 | 0.9832 | 19.24 | 17.2 | 13.84 |
| Â | (0.059) | (0.069) | (0.071) | (0.0028) | (0.002) | (0.005) | (0.578) | (0.537) | (0.493) |
2 | 0.1852 | 0.4386 | 0.6577 | 0.9982 | 0.9936 | 0.9847 | 19.22 | 19.62 | 16.8 |
| Â | (0.042) | (0.076) | (0.079) | (0.001) | (0.003) | (0.005) | (0.702) | (0.671) | (0.571) |
3 | 0.2614 | 0.5714 | 0.8832 | 0.9887 | 0.9893 | 0.9537 | 15.14 | 16.44 | 14.38 |
| Â | (0.045) | (0.068) | (0.066) | (0.0024) | (0.0026) | (0.006) | (0.582) | (0.585) | (0.495) |
4 | 0.2314 | 0.6755 | 0.8645 | 0.9927 | 0.9583 | 0.9492 | 17.38 | 18.86 | 16.1 |
| Â | (0.043) | (0.0712) | (0.069) | (0.0019) | (0.0045) | (0.009) | (0.511) | (0.572) | (0.570) |