Table 5.
Number of instances where the winning classifier trained on synthetic data matches the winning classifier trained on real data across 19 datasets.
| Synthetic dataset | Winning classifier matches for real versus synthetic | ||
|
|
5 classifiers | 4 classifiers (DTa removed) | 3 classifiers (DT and RFb removed) |
| CARTc | 5/19 (26.3) | 10/19 (52.6) | 14/19 (73.7) |
| Parametric | 5/19 (26.3) | 10/19 (52.6) | 10/19 (52.6) |
| Bayesian network | 4/19 (21.1) | 10/19 (52.6) | 13/19 (68.4) |
| All | 14/57 | 30/57 | 37/57 |
aDT: decision tree.
bRF: random forest.
cCART: classification and regression trees.