Time Series Imputation on PhysioNet Challenge 2012 (test)
0.238CRPSCSDI
Evaluation Results
| Method | Links | |
|---|---|---|
| CSDIMissing ratio=10%2021.07 | 0.238 | |
| CSDIMissing ratio=50%2021.07 | 0.33 | |
| unconditional diffusion modelMissing ratio=10%2021.07 | 0.36 | |
| unconditional diffusion modelMissing ratio=50%2021.07 | 0.458 | |
| Multitask GPMissing ratio=10%2021.07 | 0.489 | |
| CSDIMissing ratio=90%2021.07 | 0.522 | |
| GP-VAEMissing ratio=10%2021.07 | 0.574 | |
| Multitask GPMissing ratio=50%2021.07 | 0.581 | |
| unconditional diffusion modelMissing ratio=90%2021.07 | 0.671 | |
| GP-VAEMissing ratio=50%2021.07 | 0.774 | |
| V-RINMissing ratio=10%2021.07 | 0.808 | |
| V-RINMissing ratio=50%2021.07 | 0.831 | |
| V-RINMissing ratio=90%2021.07 | 0.922 | |
| Multitask GPMissing ratio=90%2021.07 | 0.942 | |
| GP-VAEMissing ratio=90%2021.07 | 0.998 |