Table 4.
Comparison of proposed expert system with the studies in the literature.
| Method | Performance criteria | Maximum classification accuracy |
|---|---|---|
| VFI5-GA [6] | 10-fold-cross-validation | 68% |
|
| ||
| DTI-HITON | 10-fold-cross-validation | 71.87% |
| NN-HITON [7] | 60.38% | |
| KNN-HITON | 65.30% | |
|
| ||
| OneR | 70% train-%30 test | 58.09% |
| J48 [8] | 74.26% | |
| Naïve Bayes | 75.00% | |
|
| ||
| AIRS-FWP [9] | 10-fold-cross-validation 80% train-%20 test |
76.20% 80.71% |
|
| ||
| RF-CBFS [10] RF-CBFS with random sampling |
10-fold-cross-validation | 76.30% 90.00% |
|
| ||
| Proposed expert system (FS-LS-SVM) | 10-fold-cross-validation | 82.09% |