Table 2.
Scenario II simulation results of binary group variable in the multivariable robust regression model (continuous age and binary group) using pseudo-value approach with 1000 replicates
| p | n | Effect size | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 5 | 10 | 20 | ||||||||
| Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 | ||
| 20 | 40 | 0.75 | 0.59 | 0.64 | 0.90 | 0.69 | 0.70 | 0.98 | 0.61 | 0.73 |
| 100 | 0.78 | 0.70 | 0.71 | 0.91 | 0.72 | 0.79 | 0.98 | 0.74 | 0.83 | |
| 200 | 0.78 | 0.81 | 0.78 | 0.91 | 0.83 | 0.86 | 0.98 | 0.85 | 0.91 | |
| 500 | 0.76 | 0.90 | 0.82 | 0.90 | 0.92 | 0.91 | 0.98 | 0.94 | 0.95 | |
| 1000 | 0.75 | 0.94 | 0.83 | 0.89 | 0.95 | 0.92 | 0.97 | 0.96 | 0.97 | |
| 50 | 40 | 0.95 | 0.56 | 0.70 | 0.98 | 0.56 | 0.71 | 1.00 | 0.57 | 0.72 |
| 100 | 0.95 | 0.65 | 0.77 | 0.98 | 0.66 | 0.78 | 1.00 | 0.68 | 0.80 | |
| 200 | 0.96 | 0.75 | 0.84 | 0.99 | 0.75 | 0.85 | 1.00 | 0.77 | 0.87 | |
| 500 | 0.96 | 0.88 | 0.92 | 0.99 | 0.87 | 0.92 | 1.00 | 0.89 | 0.94 | |
| 1000 | 0.96 | 0.93 | 0.94 | 0.99 | 0.93 | 0.96 | 1.00 | 0.94 | 0.97 | |
| 100 | 40 | 0.96 | 0.55 | 0.69 | 0.99 | 0.55 | 0.70 | 0.99 | 0.55 | 0.70 |
| 100 | 0.95 | 0.63 | 0.75 | 0.98 | 0.63 | 0.76 | 0.98 | 0.63 | 0.76 | |
| 200 | 0.96 | 0.68 | 0.79 | 0.99 | 0.68 | 0.81 | 0.99 | 0.68 | 0.80 | |
| 500 | 0.97 | 0.77 | 0.86 | 0.99 | 0.77 | 0.86 | 0.99 | 0.77 | 0.86 | |
| 1000 | 0.97 | 0.87 | 0.92 | 0.99 | 0.86 | 0.92 | 0.99 | 0.86 | 0.92 | |
Random network is generated at each simulation replicate