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Table 9 Average and std of performance metrics computed on 10 synthetic datasets generated from LYMYLEUK large-set

From: Generation and evaluation of synthetic patient data

 

PCD ↓

Log-Cluster ↓

CrCl-RS (1)

CrCl-SR (1)

Supp. Coverage ↑

Method

     

IM

9.09 (0.01)

-2.89 (0.08)

0.69 (0.0)

1.0 (0.01)

0.97 (0.01)

BN

1.59 (0.01)

-9.1 (1.08)

0.94 (0.0)

1.0 (0.0)

0.98 (0.01)

PoM

1.45 (0.01)

-7.58 (0.42)

0.86 (0.0)

1.0 (0.01)

0.99 (0.0)

CLGP

0.73 (0.02)

-8.34 (0.94)

0.94 (0.01)

1.02 (0.01)

1.0 (0.0)

MC-MedGAN

22.9 (0.02)

-1.42 (0.01)

0.45 (0.02)

0.47 (0.01)

0.38 (0.01)

MICE-LR

1.32 (0.02)

-4.8 (0.16)

0.85 (0.0)

1.07 (0.0)

0.98 (0.0)

MICE-LR-DESC

2.38 (0.04)

-3.55 (0.19)

0.82 (0.0)

1.05 (0.0)

0.99 (0.0)

MICE-DT

0.12 (0.02)

-10.92 (0.33)

1.02 (0.0)

1.0 (0.0)

0.98 (0.01)

  1. CLGP presented the overall best performance