Table 2. AUCs for the datasets and outcomes shown in Table 1.
Dataset | CART | DP-AUC | DP-IG | DP-BAY |
---|---|---|---|---|
pneumonia | 0.659 (0.611, 0.707) | 0.654 (0.626, 0.683) | 0.732 (0.699, 0.765) | 0.788 (0.766, 0.811) |
sepsis-d | 0.669 (0.620, 0.718) | 0.746 (0.715, 0.776) | 0.766 (0.738, 0.795) | 0.757 (0.723, 0.792) |
sepsis-s | 0.658 (0.629, 0.687) | 0.670 (0.644, 0.696) | 0.710 (0.688, 0.732) | 0.716 (0.691, 0.742) |
heart failure-d | 0.682 (0.653, 0.710) | 0.707 (0.683, 0.730) | 0.734 (0.708, 0.761) | 0.751 (0.731, 0.770) |
heart failure-c | 0.653 (0.636, 0.670) | 0.644 (0.630, 0.658) | 0.699 (0.687, 0.712) | 0.712 (0.700, 0.725) |
HIT | 0.818 (0.771, 0.864) | 0.847 (0.811, 0.883) | 0.830 (0.790, 0.870) | 0.849 (0.811, 0.888) |
Alzheimer | 0.624 (0.589, 0.658) | 0.598 (0.575, 0.621) | 0.650 (0.648, 0.692) | 0.676 (0.654, 0.698) |
Mean | 0.680 (0.634, 0.727) | 0.693 (0.629, 0.756) | 0.734 (0.694, 0.773) | 0.748 (0.704, 0.792) |
For each method the table gives the mean AUC obtained from 20-fold cross-validation and 95% confidence intervals. The last row gives the mean AUC and 95% confidence intervals over all datasets. Highest mean AUC for each outcome is in bold.