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

Table 9. MIA result summary of threshold attack on breast cancer dataset for moderate noise level.

Moderate noise ( ε=1,δ=104)
Attack type = threshold attack
Slice feature/ Attacker AUC Precision Recall F1 score
Slice value advantage
Entire dataset 0.05 0.50 0.50 0.50 0.50
Class 0 0.09 0.48 0.49 0.47 0.48
Class 1 0.09 0.53 0.47 0.50 0.48
Correctly classified 0.06 0.52 0.51 0.50 0.50
True
Correctly classified 0.38 0.58 0.41 0.47 0.43
False