Research Article

A Comparison Study on Rule Extraction from Neural Network Ensembles, Boosted Shallow Trees, and SVMs

Table 13

Rule extraction comparison for SVMs.

Dataset SVM rules Acc. [15] SVM rules Fid. SVM #rules Our rules Acc. Our Fid. Our #rules

Aust. Cred. Appr.85.8 90.4 34.5 85.7 (QSVM-P3) 98.1 20.5
Breast Cancer 96.5 98.4 9.096.7 (QSVM-G) 98.7 11.6