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

Table 16.

Membership disclosure (Hamming distance=0.2, r=1000) on several synthetic sample sizes

# of synthetic samples
5k 10k 20k ∼170k (all)
Precision Recall Precision Recall Precision Recall Precision Recall
IM 0.488 0.599 0.496 0.680 0.496 0.745 0.497 0.867
BN 0.497 0.863 0.496 0.918 0.497 0.918 0.498 0.966
MPoM 0.492 0.826 0.491 0.864 0.492 0.891 0.497 0.945
CLGP 0.492 0.880 0.493 0.903 0.498 0.937 0.500 0.981
MC-MedGAN 1.000 0.002 1.000 0.002 1.000 0.002 1.000 0.002
MICE-LR 0.491 0.842 0.497 0.884 0.493 0.912 0.498 0.964
MICE-LR-DESC 0.493 0.809 0.496 0.857 0.492 0.884 0.496 0.955
MICE-DT 0.496 0.899 0.498 0.936 0.499 0.955 0.502 0.996

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