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Irregular-to-regular Time Series Generation on Stocks 30% missing
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0.142
DS
Diff-MN
0.12888
0.21744
0.306
0.39456
Jan 20, 2026
DS
MDD
KL Divergence
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL Divergence
Diff-MN
Missing Rate=30%, Sequ...
2026.01
0.142
0.25
0.074
KoVAE
Missing Rate=30%
2026.01
0.225
0.709
1.014
GT-GAN
Missing Rate=30%
2026.01
0.321
0.63
0.203
HeTVAE
Missing Rate=30%
2026.01
0.328
0.599
1.085
TimeGAN-NCDE
Missing Rate=30%, Impu...
2026.01
0.365
1.111
1.742
Diffusion-NCDE
Missing Rate=30%, Impu...
2026.01
0.441
0.341
0.085
ProFITi
Missing Rate=30%
2026.01
0.454
0.297
0.074
TimeVAE-NCDE
Missing Rate=30%, Impu...
2026.01
0.47
0.597
0.224
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