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Table 6 Average and std of data utility metrics computed over 10 independently generated synthetic datasets. LYMYLEUK small-set

From: Generation and evaluation of synthetic patient data

 

PCD ↓

Log-Cluster ↓

CrCl-RS (1)

CrCl-SR (1)

Supp. Coverage ↑

Method

     

IM

0.47 (0.01)

-4.94 (0.24)

0.97 (0.0)

1.0 (0.0)

0.98 (0.01)

BN

0.2 (0.01)

-6.24 (0.09)

0.99 (0.0)

1.0 (0.0)

0.98 (0.01)

PoM

0.03 (0.01)

-9.78 (0.57)

1.0 (0.0)

1.0 (0.0)

1.0 (0.01)

CLGP

0.15 (0.01)

-6.88 (1.2)

0.99 (0.01)

1.0 (0.01)

1.0 (0.0)

MC-MedGAN

0.56 (0.01)

-2.29 (0.07)

0.9 (0.01)

0.79 (0.01)

0.94 (0.01)

MICE-LR

0.04 (0.01)

-7.77 (0.36)

0.99 (0.0)

1.0 (0.0)

1.0 (0.0)

MICE-LR-DESC

0.02 (0.01)

-7.06 (0.26)

0.99 (0.0)

1.0 (0.0)

0.98 (0.01)

MICE-DT

0.02 (0.0)

-10.63 (0.32)

1.01 (0.0)

1.0 (0.0)

0.99 (0.01)