Table 13. Wilcoxon signed rank test result on 30% labeled data-ACO vs. others (wcritical = 8).
| Dataset | vs ST-C4.5 | vs ST-NB | vs ST-SMO | vs SETRRED | vs APSSC | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| W | Result | W | Result | W | Result | W | Result | W | Result | |
| Appendicitis | 15 | Comp | 24 | Comp | 6 | Win | −16 | Comp | −20 | Comp |
| Australian | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Automobile | 13 | Comp | 8 | Comp | 16 | Comp | −10 | Comp | −9 | Comp |
| Banana | 0 | Win | 0 | Win | 3 | Loss | 1 | Win | 0 | Win |
| Breast-cancer | 1 | Win | 2 | Win | 1 | Win | 1 | Win | 2 | Win |
| Chess | −19 | Comp | 3 | Win | −10 | Comp | −10 | Comp | −10 | Comp |
| Cleveland | 0 | Win | 0 | Win | 0 | Win | 5 | Win | 0 | Win |
| Contraceptive | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Crx | 0 | Win | 0 | Win | 0 | Win | 0 | Comp | 0 | Win |
| Flare | −20 | Comp | −17 | Comp | 1 | Win | −16 | Win | 7 | Win |
| German | 23 | Comp | −12 | Comp | 0 | Win | −25 | Win | −18 | Comp |
| Glass | 1 | Win | 0 | Win | 16 | Comp | 3 | Comp | 0 | Win |
| Haberman | 8 | Comp | −2 | Loss | 0 | Win | −10 | Win | 0 | Win |
| Heart | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Iris | 11 | Comp | 2 | Win | 10 | Comp | 7 | Win | 5 | Win |
| LED7Ligi | 10 | Comp | 5 | Win | 10 | Comp | 0 | Win | 0 | Win |
| Lymphography | 0 | Win | 0 | Win | 3 | Win | 1 | Win | 0 | Win |
| Magic | 0 | Loss | 0 | Win | 0 | Loss | 19 | Comp | 3 | Win |
| Mammographic | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Mushroom | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Nursery | 0 | Win | 0 | Win | 0 | Win | 0 | Win | 0 | Win |
| Pima | 2 | Win | 3 | Win | 0 | Win | 0 | Win | 4 | Win |
| Saheart. | 0 | Win | 0 | Win | 0 | Win | 1 | Win | 2 | Win |
| Tae | 1 | Win | 8 | Comp | 1 | Win | 1 | Win | 0 | Win |
| Titanic | 0 | Win | 0 | Win | 0 | Win | 4 | Win | 1 | Win |
| Win | 16 | 19 | 18 | 19 | 21 | |||||
| Loss | 1 | 1 | 2 | 0 | 0 | |||||
| Comp | 8 | 5 | 5 | 6 | 4 | |||||