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Table 11 LogCluster performance metric on several synthetic sample sizes

From: Generation and evaluation of synthetic patient data

 

# of synthetic samples

 

5k

10k

20k

∼170k (all)

IM

-5.072

-4.978

-5.118

-6.000

BN

-6.747

-7.053

-7.533

-8.528

MPoM

-7.106

-7.991

-8.739

-10.191

CLGP

-6.991

-7.183

-7.360

-8.056

MC-MedGAN

-3.177

-3.170

-3.238

-3.185

MICE-LR

-6.924

-7.275

-7.797

-8.323

MICE-LR-DESC

-7.232

-7.875

-8.422

-9.440

MICE-DT

-7.141

-7.867

-8.863

-11.603

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