Table 3:
Mean Std of Accuracy, DEO and DDP results comparisons for Adult, Credit, Diabetes and Student datasets. The best and the second best results for each dataset and each metric are bold and underlined, respectively.
| Dataset | λ Value | Method | Measurement | ||
|---|---|---|---|---|---|
| ACC | DEO | DDP | |||
| Adult | 0.7 | SVM | 0.8241±0.0063 | 0.1847±0.1178 | 0.1581±0.0429 |
| FERM | 0.8166±0.0062 | 0.1521±0.0428 | 0.0845±0.0421 | ||
| PFERM | 0.8218±0.0053 | 0.0391±0.0261 | 0.1131±0.0143 | ||
| Credit | 0.6 | SVM | 0.8200±0.0141 | 0.0644±0.0184 | 0.0313±0.0135 |
| FERM | 0.8260±0.0139 | 0.0615±0.0423 | 0.0372±0.0163 | ||
| PFERM | 0.8267±0.0158 | 0.0589±0.0446 | 0.0281±0.0112 | ||
| Diabetes | 0.4 | SVM | 0.9731±0.0094 | 0.0232±0.0343 | 0.4188±0.0332 |
| FERM | 0.8019±0.0289 | 0.1845±0.0726 | 0.0927±0.0348 | ||
| PFERM | 0.8269±0.0385 | 0.1147±0.0746 | 0.1475±0.1033 | ||
| Student | 0.6 | SVM | 0.6329±0.0615 | 0.1554±0.1651 | 0.1852±0.0994 |
| FERM | 0.6380±0.0728 | 0.1496±0.1022 | 0.1272±0.0811 | ||
| PFERM | 0.6380±0.0728 | 0.1523±0.1001 | 0.1292±0.0787 | ||