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Table 12 Attribute disclosure on several synthetic sample sizes

From: Generation and evaluation of synthetic patient data

 

# of synthetic samples

 

5k

10k

20k

∼170k (all)

 

k=1

k=10

k=1

k=10

k=1

k=10

k=1

k=10

IM

0.591

0.255

0.642

0.239

0.625

0.284

0.669

0.325

BN

0.590

0.333

0.646

0.301

0.671

0.332

0.701

0.338

MPoM

0.621

0.314

0.658

0.310

0.688

0.311

0.730

0.350

CLGP

0.666

0.305

0.674

0.313

0.685

0.324

0.693

0.350

MC-MedGAN

0.518

0.341

0.531

0.391

0.514

0.392

0.575

0.443

MICE-LR

0.633

0.320

0.635

0.320

0.678

0.306

0.741

0.314

MICE-LR-DESC

0.620

0.314

0.663

0.320

0.705

0.358

0.721

0.323

MICE-DT

0.607

0.319

0.653

0.333

0.654

0.359

0.710

0.379

  1. BREAST small-set. Values shown are the average performance over 10 independently generated synthetic samples
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BMC Medical Research Methodology

ISSN: 1471-2288

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