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Table 7 Average and std of data utility metrics computed over 10 independently generated synthetic datasets. RESPIR small-set

From: Generation and evaluation of synthetic patient data

 

PCD ↓

Log-Cluster ↓

CrCl-RS (1)

CrCl-SR (1)

Supp. Coverage ↑

Method

     

IM

0.9 (0.0)

-3.62 (0.14)

0.94 (0.0)

1.0 (0.0)

1.0 (0.01)

BN

0.24 (0.0)

-7.47 (0.68)

0.98 (0.0)

1.0 (0.0)

0.99 (0.01)

PoM

0.03 (0.0)

-10.47 (0.37)

1.0 (0.0)

1.0 (0.0)

1.0 (0.0)

CLGP

0.13 (0.01)

-7.63 (0.52)

1.0 (0.01)

1.0 (0.01)

1.0 (0.0)

MC-MedGAN

0.64 (0.01)

-2.12 (0.06)

0.86 (0.01)

0.75 (0.01)

0.98 (0.01)

MICE-LR

0.06 (0.01)

-8.3 (0.2)

0.99 (0.0)

1.0 (0.0)

1.0 (0.0)

MICE-LR-DESC

0.04 (0.01)

-6.8 (1.2)

0.97 (0.0)

1.0 (0.0)

1.0 (0.01)

MICE-DT

0.02 (0.0)

-11.25 (0.21)

1.01 (0.0)

1.0 (0.0)

0.99 (0.01)