Imputation on Sleep EDF Drop 1 Channel
96.88PRDiTransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerDrop Length=9002025.11 | 96.88 | 0.25 | 519.46 | |
| iTransformerDrop Length=12002025.11 | 97.69 | 0.28 | 781.19 | |
| iTransformerDrop Length=15002025.11 | 98.25 | 0.3 | 1,074.21 | |
| iTransformerDrop Length=20002025.11 | 98.84 | 0.33 | 1,698.03 | |
| PatchTSTDrop Length=9002025.11 | 102.93 | 0.26 | 547.69 | |
| PatchTSTDrop Length=12002025.11 | 105.29 | 0.29 | 836.9 | |
| PatchTSTDrop Length=15002025.11 | 107.56 | 0.31 | 1,162.29 | |
| RFAMoEDrop Length=9002025.11 | 108.94 | 0.27 | 600.19 | |
| RFAMoEDrop Length=20002025.11 | 109.4 | 0.35 | 1,912.57 | |
| RFAMoEDrop Length=12002025.11 | 109.68 | 0.3 | 913.1 | |
| TimeMixerDrop Length=9002025.11 | 109.79 | 0.28 | 618.71 | |
| TimeMixerDrop Length=12002025.11 | 110.52 | 0.3 | 907.94 | |
| DeScoD-ECGDrop Length=20002025.11 | 111.22 | 0.36 | 1,955.65 | |
| RFAMoEDrop Length=15002025.11 | 111.64 | 0.33 | 1,265.22 | |
| PatchTSTDrop Length=20002025.11 | 112.13 | 0.35 | 2,098.32 | |
| TimeMixerDrop Length=15002025.11 | 112.48 | 0.32 | 1,306.24 | |
| DeScoD-ECGDrop Length=9002025.11 | 115.17 | 0.31 | 656.5 | |
| DeScoD-ECGDrop Length=12002025.11 | 115.33 | 0.33 | 988.9 | |
| DeScoD-ECGDrop Length=15002025.11 | 116.13 | 0.34 | 1,331.38 | |
| TimesNetDrop Length=9002025.11 | 116.47 | 0.29 | 715.11 | |
| TimeMixerDrop Length=20002025.11 | 116.89 | 0.36 | 2,486.53 | |
| TimesNetDrop Length=12002025.11 | 117.12 | 0.31 | 1,028.55 | |
| TimesNetDrop Length=15002025.11 | 118.42 | 0.33 | 1,450.83 | |
| TimesNetDrop Length=20002025.11 | 121.33 | 0.36 | 2,944.58 |