Table 3. Comparison of the proposed SSL-SPYCT methods to their supervised counterparts and SSL-PCTs in ensemble setting in terms of number of wins.
Bolded values indicate that the sign test Demsar06 showed significant difference in performance at α = 0.05.
| #wins | L = 25 | L = 50 | L = 100 | L = 250 | L = 500 |
|---|---|---|---|---|---|
| 50-SSL-SPYCT-GRAD | 24 | 19 | 19 | 20 | 14 |
| vs. 50-SPYCT-GRAD | |||||
| 50-SSL-SPYCT-SVM | 16 | 16 | 19 | 15 | 16 |
| vs. 50-SPYCT-SVM | |||||
| 50-SSL-SPYCT-GRAD | 25 | 22 | 22 | 21 | 21 |
| vs. 50-SSL-PCT | |||||
| 50-SSL-SPYCT-SVM | 23 | 21 | 22 | 21 | 15 |
| vs. 50-SSL-PCT |