Table 6. Proportion of test individuals for which the decision-path model is different from the path in CART model.
Dataset | DP-AUC | DP-IG | DP-BAY |
---|---|---|---|
pneumonia | 0.31 | 0.17 | 0.23 |
sepsis-d | 0.29 | 0.15 | 0.16 |
sepsis-s | 0.24 | 0.18 | 0.20 |
heart failure-d | 0.19 | 0.17 | 0.16 |
heart failure-c | 0.26 | 0.18 | 0.19 |
HIT | 0.21 | 0.12 | 0.14 |
Alzheimer | 0.25 | 0.18 | 0.22 |
Mean | 0.25 | 0.16 | 0.18 |
For each method the table gives the mean proportion obtained from 20-fold cross-validation. The last row gives the mean proportion over all datasets.