Table 2. Comparison of the proposed SSL-SPYCT methods to their supervised counterparts and SSL-PCTs in single tree 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 |
|---|---|---|---|---|---|
| 1-SSL-SPYCT-GRAD | 20 | 19 | 21 | 19 | 14 |
| vs. 1-SPYCT-GRAD | |||||
| 1-SSL-SPYCT-SVM | 20 | 18 | 18 | 17 | 20 |
| vs. 1-SPYCT-SVM | |||||
| 1-SSL-SPYCT-GRAD | 21 | 18 | 22 | 18 | 20 |
| vs. 1-PCT-SSL | |||||
| 1-SSL-SPYCT-SVM | 22 | 18 | 18 | 19 | 16 |
| vs. 1-PCT-SSL |