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ResearchFormerly WizWand

Time Series Imputation on PhysioNet Challenge 2012 (test)

0.238CRPSCSDI
0.20760.41280.6180.8232Jul 7, 2021
Updated 8mo ago

Evaluation results

MethodLinks
CSDIMissing ratio=10%2021.070.238
CSDIMissing ratio=50%2021.070.33
unconditional diffusion modelMissing ratio=10%2021.070.36
unconditional diffusion modelMissing ratio=50%2021.070.458
Multitask GPMissing ratio=10%2021.070.489
CSDIMissing ratio=90%2021.070.522
GP-VAEMissing ratio=10%2021.070.574
Multitask GPMissing ratio=50%2021.070.581
unconditional diffusion modelMissing ratio=90%2021.070.671
GP-VAEMissing ratio=50%2021.070.774
V-RINMissing ratio=10%2021.070.808
V-RINMissing ratio=50%2021.070.831
V-RINMissing ratio=90%2021.070.922
Multitask GPMissing ratio=90%2021.070.942
GP-VAEMissing ratio=90%2021.070.998