Table 12: Comparison on neural network ensembles with respect to Trepan [13] and G-REX [14]. Our results in the last three columns are those provided by DIMLP-B.

Dataset NN. Acc. Our Acc. Trepan Acc. G-REX Acc. Our rules Acc. Trepan Fid. G-REX Fid. Our Fid.

Aust. Cred. Appr. 84.3 86.7 84.8 85.9 86.5 92.9 92.3 97.9
Breast Cancer 96.5 97.1 95.4 95.5 96.5 96.8 97.0 98.9
Bupa Liv. Dis. 70.6 72.7 65.6 66.2 70.9 76.2 75.6 93.1
German Credit 73.1 74.0 71.8 72.6 73.6 83.9 82.5 96.2
Ionosphere 92.6 93.2 84.3 91.4 92.1 86.0 90.9 96.1
Labor 92.0 91.7 76.0 88.0 84.3 84.0 88.0 89.8
Pima Indians 74.5 76.6 75.0 74.2 76.3 86.8 84.5 97.0
Sonar 80.5 82.1 67.0 75.0 79.0 67.5 77.5 90.6
Tictactoe 91.0 98.3 79.4 83.4 98.4 80.2 87.2 100.0