Table 2.
Simulated data: sensitivity analysis for varying values of the prior expected value of p pj, m, and the slab variance , and for two different scenarios, characterized by different values of the dispersion parameter ψ
| m=0.005 | m=0.01 | m=0.05 | |||||||
|---|---|---|---|---|---|---|---|---|---|
| ψ=0.01 | |||||||||
| MCC | 0.69 | 0.93 | 0.96 | 0.69 | 0.93 | 0.95 | 0.69 | 0.93 | 0.95 |
| FPR | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 |
| FNR | 0.02 | 0.04 | 0.08 | 0.02 | 0.05 | 0.09 | 0.02 | 0.05 | 0.08 |
| Accuracy | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 |
| AUC | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| ψ=0.1 | |||||||||
| MCC | 0.53 | 0.73 | 0.72 | 0.53 | 0.73 | 0.71 | 0.52 | 0.73 | 0.72 |
| FPR | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 |
| FNR | 0.26 | 0.37 | 0.46 | 0.26 | 0.37 | 0.47 | 0.26 | 0.37 | 0.47 |
| Accuracy | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 |
| AUC | 0.96 | 0.96 | 0.93 | 0.96 | 0.96 | 0.93 | 0.95 | 0.95 | 0.93 |
Values are averages over 30 replicates