Table 3.
Area under the ROC curves for the BVSGCR model and for independent single-response regression models in the simulated Scenario III and IV. Results are averaged over 20 replicates with standard errors in brackets. Within each response, the best performance is highlighted in bold.
| Response | Regression model | Scenario III | Scenario IV |
|---|---|---|---|
| n = 50 & pk = 30 | n = 100 & pk = 100 | ||
| Gaussian | BVSGCR | 0.82 (0.13) | 0.86 (0.10) |
| Single-response | 0.80 (0.13) | 0.80 (0.12) | |
| Negative Binomial | BVSGCR | 0.70 (0.16) | 0.76 (0.11) |
| Single-response | 0.68 (0.15) | 0.72 (0.11) | |
| Negative Binomial | BVSGCR | 0.72 (0.14) | 0.76 (0.10) |
| Single-response | 0.70 (0.15) | 0.71 (0.13) | |
| Binomial | BVSGCR | 0.91 (0.10) | 0.91 (0.07) |
| Single-response | 0.91 (0.09) | 0.91 (0.06) |