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Table 16 Membership disclosure (Hamming distance=0.2, r=1000) on several synthetic sample sizes

From: Generation and evaluation of synthetic patient data

 

# 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

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