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Synthetic Data Generation on CKD (test)
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0.049
MMD
Augmented TimeGAN
0.04084
0.09592
0.151
0.20608
Nov 29, 2025
MMD
DS
Alpha-Precision
Beta-Recall
Authenticity
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD
DS
Alpha-Precision
Beta-Recall
Authenticity
Augmented TimeGAN
epochs=7000, layers=3,...
2025.11
0.049
0.231
92.5
93.6
0.604
TimeDiff
epochs=7000, layers=3,...
2025.11
0.073
0.235
49.4
77.2
0.703
DP-TimeGAN
epochs=7000, layers=3,...
2025.11
0.091
0.312
84.4
90.4
0.778
SeriesGAN
epochs=7000, layers=3,...
2025.11
0.125
0.335
88
84
0.569
TransFusion
epochs=7000, layers=3,...
2025.11
0.201
0.344
32.7
48.8
0.767
DP Normalizing Flows
epochs=7000, layers=3,...
2025.11
0.253
0.323
70.1
71.8
0.723
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