Table 14: Average predictive accuracy and average fidelity of rulesets by aggregating five models.

Dataset Avg. rules Pred. Acc. Min rules Pred. Acc. Max. rules Pred. Acc. Avg. Fid.

Aust. Cred. Appr. 86.7 (0.3) 85.8 87.5 99.9 (0.1)
Breast Cancer 96.8 (0.3) 95.8 97.4 100.0 (0.0)
Breast Cancer 2 96.9 (0.4) 95.1 97.7 99.9 (0.0)
Bupa Liv. Dis. 72.2 (0.8) 69.4 74.2 99.8 (0.1)
German Credit 75.6 (1.1) 72.7 76.9 99.9 (0.1)
Glass (binary) 85.8 (2.1) 77.8 89.0 99.8 (0.2)
Ionosphere 93.3 (0.5) 91.6 94.2 99.9 (0.1)
Musk1 90.2 (1.3) 85.8 92.9 99.9 (0.1)
Promoters 88.9 (1.6) 83.0 91.7 99.6 (0.3)
Sonar 86.8 (1.2) 82.3 88.6 99.7 (0.1)