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

Table 8. MIA result summary of threshold attack on breast cancer dataset for heavy noise level.

Heavy noise ( ε=0.5,δ=103)
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