TABLE 4. p-Values Resulting From the One-Sided Wilcoxon Signed-Rank Tests Applied to Compare the Performance Values Computed When miceRF or missForest are Used for Imputation.
| All risk models | RF | AT | GLM | |||||
|---|---|---|---|---|---|---|---|---|
| Alternative | lower | greater | lower | greater | lower | greater | lower | greater |
| AUC | 1.42E-04 | 1.00E+00 | 9.96E-08 | 1.00E+00 | 4.40E-03 | 9.96E-01 | 4.94E-09 | 1.00E+00 |
| Sensitivity | 2.19E-02 | 9.78E-01 | 2.37E-07 | 1.00E+00 | 1.18E-02 | 9.89E-01 | 7.60E-03 | 9.93E-01 |
| Specificity | 2.67E-02 | 9.74E-01 | 1.28E-07 | 1.00E+00 | 1.91E-01 | 8.14E-01 | 1.43E-04 | 1.00E+00 |
| F1 | 7.98E-06 | 1.00E+00 | 1.39E-09 | 1.00E+00 | 3.53E-03 | 9.97E-01 | 6.64E-06 | 1.00E+00 |
| Accuracy | 7.75E-03 | 9.92E-01 | 8.06E-08 | 1.00E+00 | 4.40E-03 | 9.96E-01 | 1.10E-04 | 1.00E+00 |