Table 3.
Accuracy results with the COVID- cases gathered from the Chinese paediatric repository available in [28]. LB stands for label balancing, with usual weight correction for the supervised model, and the proposed PBC for the MixMatch model.
SSDL | COVID- | COVID- | LB |
|
|
|
|||
---|---|---|---|---|---|---|---|---|---|
No | 50% |
50% |
NA |
0.882 |
0.077 |
0.868 |
0.080 |
0.925 |
0.039 |
70% | 30% | Yes | 0.812 | 0.050 | 0.815 | 0.089 | 0.883 | 0.048 | |
No |
0.823 |
0.048 |
0.815 |
0.087 |
0.868 |
0.064 |
|||
80% | 20% | Yes | 0.857 | 0.107 | 0.898 | 0.052 | 0.930 | 0.053 | |
No | 0.823 | 0.125 | 0.872 | 0.066 | 0.930 | 0.037 | |||
Yes | 50% |
50% |
NA |
0.945 |
0.036 |
0.950 |
0.026 |
0.963 |
0.028 |
70% | 30% | Yes | 0.925 | 0.042 | 0.930 | 0.053 | 0.943 | 0.034 | |
No |
0.902 |
0.058 |
0.898 |
0.091 |
0.915 |
0.044 |
|||
80% | 20% | Yes | 0.947 | 0.037 | 0.957 | 0.022 | 0.962 | 0.028 | |
No | 0.847 | 0.122 | 0.857 | 0.141 | 0.895 | 0.042 |