Table 7: Average complexity of the extracted rules given by the number of rules and antecedents per rule for BST-R DIMLPs and QSVMs.

Dataset BST-R1 BST-R2 BST-R3 BST-R4 DIMLP-B DIMLP-A QSVM-L QSVM-P3 QSVM-G

Australian Credit Appr. 49.6 4.3 72.9 4.5 74.4 4.5 76.9 4.4 22.7 3.7 82.7 5.1 2.0 1.0 20.5 3.7 8.3 2.6
Breast Cancer 23.3 3.4 24.3 3.4 25.3 3.5 25.9 3.5 12.5 2.7 25.2 3.6 13.2 3.0 22.7 3.5 11.6 2.9
Breast Cancer 2 32.4 3.6 35.0 3.6 35.9 3.6 36.0 3.6 20.8 3.1 27.2 3.3 18.9 3.0 20.9 3.1 16.3 3.1
Breast Canc. (prognostic) 39.4 3.8 41.8 3.6 42.5 3.6 43.5 3.5 12.6 2.8 24.6 3.5 17.9 3.3 15.9 3.1 26.1 3.6
Bupa Liver Disorders 55.8 3.8 64.7 4.0 65.1 4.1 65.4 4.1 36.9 3.3 31.8 3.2 39.2 3.3 62.9 3.9 45.6 3.7
Chess (kr-versus-kp) 67.5 4.7 35.3 4.2 37.5 4.3 37.6 4.2 32.5 4.0 36.3 4.2 8.7 2.4 25.3 3.6 29.0 3.9
Coronary Heart Disease 68.6 4.5 79.6 4.6 81.6 4.5 81.3 4.5 44.8 4.0 71.6 4.6 41.9 3.8 42.0 3.7 34.7 3.6
German Credit 104.3 5.0 149.4 5.1 177.6 5.0 178.9 4.8 56.7 4.3 93.9 5.1 77.4 5.3 85.4 5.4 170.6 5.7
Glass (binary) 20.7 3.0 22.4 3.1 23.3 3.1 24.7 3.0 13.7 2.7 19.9 3.2 26.2 3.1 16.8 2.9 16.1 3.0
Haberman 28.7 3.0 54.9 3.5 65.5 3.6 65.7 3.7 7.8 1.9 2.3 0.6 11.1 2.3 15.4 2.7 11.2 2.5
Heart Disease 35.5 3.9 40.3 3.9 40.5 4.0 41.0 3.9 20.6 3.2 39.3 4.2 18.1 3.2 20.3 3.2 19.5 3.1
ILPD (liver) 78.0 4.2 97.7 4.4 100.0 4.3 102.2 4.3 23.9 3.1 25.2 2.8 72.8 4.1 67.3 4.0 56.2 3.9
Ionosphere 30.3 3.9 31.5 3.9 32.5 3.9 32.5 3.9 19.3 2.9 29.5 3.2 20.5 3.2 20.9 3.2 24.2 3.4
Istanbul Stock Exch. 58.5 3.8 79.6 4.0 79.1 4.0 79.7 4.1 21.4 2.8 23.4 2.9 30.0 3.0 26.6 3.1 26.1 3.1
Labor 8.6 2.3 10.1 2.6 10.3 2.5 9.8 2.5 7.3 2.2 9.2 2.6 4.3 1.7 4.9 1.8 9.8 2.6
Musk1 73.8 4.5 74.8 4.5 77.2 4.5 80.2 4.4 57.4 4.4 90.1 4.3 50.9 4.1 50.7 4.1 89.2 4.4
Pima Indians 71.5 4.3 113.5 4.6 117.0 4.6 117.5 4.5 38.8 3.3 47.0 3.6 46.1 3.4 37.5 3.3 44.4 3.5
Promoters 22.2 3.8 24.4 3.9 23.2 3.8 23.0 3.7 11.8 2.7 20.4 3.4 15.0 3.1 15.2 3.2 22.4 3.5
Saheart 65.6 4.3 84.1 4.4 85.5 4.4 85.5 4.4 29.2 3.3 27.5 3.3 54.1 3.8 37.5 3.8 38.6 3.8
Sonar 38.1 4.2 41.1 4.3 42.4 4.3 44.5 4.3 24.1 3.2 40.2 3.8 28.3 3.9 29.7 3.8 42.3 3.9
Spect Heart 26.9 3.5 45.9 4.4 52.8 4.6 53.6 4.6 20.4 3.2 26.8 3.6 21.2 3.3 25.0 3.5 40.0 4.3
Splice junct. 144.9 5.8 120.9 5.9 130.8 6.0 147.1 6.2 108.3 5.5 172.6 6.4 223 6.0 209.9 6.0 166.2 6.6
Svmguide 72.5 3.6 109.3 3.8 166.8 3.9 169.6 4.0 38.0 2.9 69.8 3.2 99.1 3.5 91.9 3.3 90.7 3.5
Tictactoe 34.1 4.0 25.9 3.6 29.9 4.1 30.5 4.1 27.3 3.7 32.8 3.8 24.8 3.6 24.8 3.6 27.2 3.8
Vertebral Colum 33.8 3.4 34.4 3.4 34.5 3.4 34.5 3.4 16.7 2.7 27.8 3.2 17.1 2.8 18.3 2.8 17.9 2.8