Imputation on Sleep EDF Drop 6 Channel
98.04PRDiTransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerDrop Length=9002025.11 | 98.04 | 2.27 | 778.01 | |
| iTransformerDrop Length=12002025.11 | 98.58 | 2.48 | 1,038.9 | |
| iTransformerDrop Length=15002025.11 | 98.87 | 2.6 | 1,296.59 | |
| iTransformerDrop Length=20002025.11 | 99.19 | 2.83 | 1,704.9 | |
| PatchTSTDrop Length=9002025.11 | 101.49 | 2.3 | 750.12 | |
| PatchTSTDrop Length=12002025.11 | 102.73 | 2.51 | 1,036.82 | |
| PatchTSTDrop Length=15002025.11 | 103.78 | 2.65 | 1,321.37 | |
| TimeMixerDrop Length=9002025.11 | 104.91 | 2.36 | 814.34 | |
| PatchTSTDrop Length=20002025.11 | 105.49 | 2.89 | 1,830.17 | |
| TimeMixerDrop Length=12002025.11 | 105.52 | 2.56 | 1,098.71 | |
| TimeMixerDrop Length=15002025.11 | 106.27 | 2.69 | 1,394.78 | |
| TimeMixerDrop Length=20002025.11 | 107.98 | 2.93 | 1,973.19 | |
| TimesNetDrop Length=9002025.11 | 108.49 | 2.37 | 882.45 | |
| TimesNetDrop Length=12002025.11 | 109.05 | 2.57 | 1,181.19 | |
| TimesNetDrop Length=15002025.11 | 110.01 | 2.71 | 1,537.86 | |
| TimesNetDrop Length=20002025.11 | 110.24 | 2.93 | 2,157.6 | |
| RFAMoEDrop Length=20002025.11 | 110.72 | 3.09 | 2,011.19 | |
| RFAMoEDrop Length=9002025.11 | 115.2 | 2.62 | 957.15 | |
| DeScoD-ECGDrop Length=20002025.11 | 115.27 | 3.2 | 2,142.22 | |
| RFAMoEDrop Length=12002025.11 | 116.01 | 2.85 | 1,304.58 | |
| RFAMoEDrop Length=15002025.11 | 116.6 | 2.98 | 1,646.59 | |
| DeScoD-ECGDrop Length=15002025.11 | 118.62 | 3.03 | 1,684.37 | |
| DeScoD-ECGDrop Length=12002025.11 | 119.31 | 2.91 | 1,351.14 | |
| DeScoD-ECGDrop Length=9002025.11 | 119.5 | 2.7 | 1,001.28 |