Table 10. MIA result summary on Purchase100 dataset for heavy noise level.
Heavy noise ( ) | ||||||
---|---|---|---|---|---|---|
Slice feature/ | Attacker | AUC | Precision | Recall | F1 score | Attack type |
Slice value | advantage | |||||
Entire dataset | 0.06 | 0.51 | 0.48 | 0.48 | 0.48 | Threshold |
Entire dataset | 0.17 | 0.51 | 0.53 | 0.47 | 0.50 | Logistic regression |
Correctly classified true | 0.21 | 0.50 | 0.49 | 0.50 | 0.49 | Threshold |
Correctly classified true | 0.08 | 0.48 | 0.49 | 0.45 | 0.47 | Logistic regression |
Correctly classified false | 0.18 | 0.52 | 0.44 | 0.52 | 0.47 | Threshold |
Correctly classified false | 0.13 | 0.52 | 0.49 | 0.55 | 0.52 | Logistic regression |