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. 2020 May 7;20:108. doi: 10.1186/s12874-020-00977-1

Table 13.

Membership disclosure (Hamming distance=0.1, r=1000) on several synthetic sample sizes

# of synthetic samples
5k 10k 20k ∼170k (all)
Precision Recall Precision Recall Precision Recall Precision Recall
IM 0.491 0.842 0.493 0.905 0.493 0.927 0.497 0.97
BN 0.491 0.848 0.496 0.905 0.492 0.93 0.499 0.985
MPoM 0.492 0.872 0.496 0.906 0.498 0.942 0.499 0.99
CLGP 0.496 0.867 0.497 0.913 0.498 0.943 0.500 0.988
MC-MedGAN 0.488 0.585 0.486 0.627 0.482 0.651 0.491 0.751
MICE-LR 0.497 0.868 0.497 0.909 0.500 0.957 0.499 0.988
MICE-LR-DESC 0.489 0.854 0.496 0.909 0.494 0.94 0.500 0.991
MICE-DT 0.496 0.86 0.498 0.924 0.499 0.952 0.502 0.994

BREAST small-set. Values shown are the average performance over 10 independently generated synthetic samples