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Synthetic Data Generation on CICIoT DDoS 2023
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0
MMD
SMOTE
-0.004
0.023
0.05
0.077
Jan 23, 2026
MMD
KL Divergence
MI Error
Precision
Recall
NMED
Updated 4d ago
Evaluation Results
Method
Method
Links
MMD
KL Divergence
MI Error
Precision
Recall
NMED
SMOTE
Augmentation ratio=100%
2026.01
0
0.03
1.19
0.99
1
0.47
GAN
Augmentation ratio=100%
2026.01
0.01
0.53
3.86
1
1
0.62
DM
Augmentation ratio=100%
2026.01
0.05
0.78
4.66
1
0.98
0.83
LDM
Augmentation ratio=100%
2026.01
0.06
0.7
4.67
0.99
0.99
0.88
VAE
Augmentation ratio=100%
2026.01
0.1
0.65
7.59
0.84
0.84
2.85
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