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. 2023 Oct 5;9:e1616. doi: 10.7717/peerj-cs.1616

Table 11. MIA result summary on Purchase100 dataset for moderate noise level.

Moderate noise ( ε=1,δ=104)
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