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

From: Generation and evaluation of synthetic patient data

 

PCD ↓

Log-Cluster ↓

CrCl-RS (1)

CrCl-SR (1)

Supp. Coverage ↑

Method

     

IM

9.35 (0.0)

-3.85 (0.1)

0.68 (0.0)

1.0 (0.0)

0.98 (0.0)

BN

4.59 (0.02)

-4.13 (0.14)

0.91 (0.0)

1.0 (0.01)

0.98 (0.0)

PoM

1.66 (0.01)

-6.56 (0.25)

0.85 (0.0)

1.01 (0.0)

0.99 (0.0)

CLGP

0.71 (0.02)

-7.67 (0.56)

0.94 (0.0)

1.02 (0.0)

1.0 (0.0)

MC-MedGAN

- (-)

-1.39 (0.0)

0.74 (0.03)

0.56 (0.0)

0.15 (0.0)

MICE-LR

1.35 (0.03)

-6.38 (0.15)

0.85 (0.0)

1.07 (0.0)

0.99 (0.0)

MICE-LR-DESC

2.9 (0.02)

-7.15 (0.23)

0.85 (0.0)

1.05 (0.0)

0.99 (0.0)

MICE-DT

0.13 (0.01)

-10.79 (0.78)

1.02 (0.0)

1.0 (0.0)

0.98 (0.0)

  1. CLGP presented the overall best performance