Table 11. MIA result summary on Purchase100 dataset for moderate noise level.
Moderate noise ( ) | ||||||
---|---|---|---|---|---|---|
Slice feature/ | Attacker | AUC | Precision | Recall | F1 score | Attack type |
Slice value | advantage | |||||
Entire dataset | 0.19 | 0.51 | 0.50 | 0.50 | 0.50 | Threshold |
Entire dataset | 0.08 | 0.52 | 0.50 | 0.49 | 0.49 | Logistic regression |
Correctly classified true | 0.24 | 0.52 | 0.51 | 0.50 | 0.50 | Threshold |
Correctly classified true | 0.12 | 0.47 | 0.53 | 0.49 | 0.51 | Logistic regression |
Correctly classified false | 0.22 | 0.53 | 0.50 | 0.49 | 0.49 | Threshold |
Correctly classified false | 0.05 | 0.45 | 0.52 | 0.45 | 0.49 | Logistic regression |