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Irregular-to-regular Time Series Generation on Stocks 70% missing
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0.106
DS
Diff-MN
0.09056
0.19478
0.299
0.40322
Jan 20, 2026
DS
MDD
KL Divergence
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL Divergence
Diff-MN
Missing Rate=70%
2026.01
0.106
0.299
0.091
KoVAE
Missing Rate=70%
2026.01
0.213
0.624
0.868
GT-GAN
Missing Rate=70%
2026.01
0.292
0.603
0.223
TimeGAN-NCDE
Missing Rate=70%, Impu...
2026.01
0.477
1.629
11.63
HeTVAE
Missing Rate=70%
2026.01
0.487
1.032
1.612
ProFITi
Missing Rate=70%
2026.01
0.489
0.445
0.132
Diffusion-NCDE
Missing Rate=70%, Impu...
2026.01
0.491
0.743
0.105
TimeVAE-NCDE
Missing Rate=70%, Impu...
2026.01
0.492
0.843
0.345
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