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

Table 6. MIA result summary of trained attack on Breast Cancer dataset for heavy noise level.

Heavy noise ( ε=0.5,δ=103)
Attack type = trained attack
Slice feature/ Attacker AUC Precision Recall F1 score
Slice value advantage
Entire dataset 0.30 0.42 0.55 0.47 0.51
Class 0 0.24 0.39 0.57 0.47 0.51
Class 1 0.19 0.44 0.52 0.47 0.50
Correctly classified 0.12 0.46 0.49 0.45 0.47
True
Correctly classified 0.36 0.54 0.49 0.56 0.52
False