Table 3.
Accuracy of prediction in EFFECT-2 sample.
Prediction method | AUC or c-statistic | Brier Score |
---|---|---|
Regression tree | 0.683 | 0.2152 |
Bagged regression tree | 0.733 | 0.2079 |
Random forest | 0.751 | 0.1959 |
Boosted regression tree (depth 1) | 0.752 | 0.2049 |
Boosted regression tree (depth 2) | 0.768 | 0.1962 |
Boosted regression tree (depth 3) | 0.772 | 0.1933 |
Boosted regression tree (depth 4) | 0.774 | 0.1918 |
Logistic regression (full model) | 0.780 | 0.1861 |
Logistic regression (simple model) | 0.766 | 0.1914 |