Table 8. MIA result summary of threshold attack on breast cancer dataset for heavy noise level.
| Heavy noise (
) Attack type = threshold attack | |||||
|---|---|---|---|---|---|
| Slice feature/ | Attacker | AUC | Precision | Recall | F1 score |
| Slice value | advantage | ||||
| Entire dataset | 0.05 | 0.50 | 0.48 | 0.48 | 0.48 |
| Class 0 | 0.09 | 0.48 | 0.49 | 0.48 | 0.49 |
| Class 1 | 0.10 | 0.53 | 0.47 | 0.50 | 0.48 |
| Correctly classified | 0.06 | 0.49 | 0.49 | 0.48 | 0.48 |
| True | |||||
| Correctly classified | 0.38 | 0.56 | 0.44 | 0.52 | 0.47 |
| False | |||||