Table 2.
Dataset | Accuracy | AUC | ||||||
---|---|---|---|---|---|---|---|---|
ANN | SVM | SSL | SSL Co-training | ANN | SVM | SSL | SSL Co-training | |
1 | 0.66 | 0.52 | 0.72 | 0.77 | 0.68 | 0.79 | 0.77 | 0.84 |
2 | 0.67 | 0.52 | 0.72 | 0.79 | 0.72 | 0.79 | 0.79 | 0.82 |
3 | 0.62 | 0.50 | 0.70 | 0.76 | 0.68 | 0.80 | 0.78 | 0.78 |
4 | 0.67 | 0.51 | 0.68 | 0.75 | 0.72 | 0.79 | 0.76 | 0.81 |
5 | 0.64 | 0.52 | 0.71 | 0.77 | 0.66 | 0.82 | 0.78 | 0.82 |
6 | 0.62 | 0.52 | 0.71 | 0.76 | 0.68 | 0.78 | 0.77 | 0.83 |
7 | 0.63 | 0.51 | 0.69 | 0.77 | 0.67 | 0.79 | 0.77 | 0.83 |
8 | 0.69 | 0.51 | 0.73 | 0.76 | 0.73 | 0.82 | 0.80 | 0.82 |
9 | 0.66 | 0.52 | 0.70 | 0.74 | 0.71 | 0.81 | 0.78 | 0.78 |
10 | 0.64 | 0.51 | 0.73 | 0.77 | 0.73 | 0.81 | 0.80 | 0.81 |
Average | 0.65 | 0.51 | 0.70 | 0.76 | 0.70 | 0.80 | 0.78 | 0.81 |
ANN, artificial neural network; AUC, area under the curve; SSL, semi-supervised learning; SVM, support vector machine.
Bold numbers represent best performance among the four models.