Imputation on Sleep EDF Drop 3 Channel
96.75PRDiTransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerDrop Length=9002025.11 | 96.75 | 0.78 | 744.39 | |
| iTransformerDrop Length=12002025.11 | 97.73 | 0.85 | 893.74 | |
| iTransformerDrop Length=15002025.11 | 98.3 | 0.9 | 1,056.54 | |
| iTransformerDrop Length=20002025.11 | 98.78 | 0.99 | 1,724.62 | |
| PatchTSTDrop Length=9002025.11 | 102.44 | 0.8 | 742.29 | |
| PatchTSTDrop Length=12002025.11 | 105.38 | 0.88 | 858.83 | |
| PatchTSTDrop Length=15002025.11 | 107.74 | 0.94 | 1,148.19 | |
| RFAMoEDrop Length=9002025.11 | 108.37 | 0.86 | 830.26 | |
| RFAMoEDrop Length=20002025.11 | 109.44 | 1.09 | 1,969.02 | |
| TimeMixerDrop Length=9002025.11 | 109.58 | 0.87 | 829.27 | |
| RFAMoEDrop Length=12002025.11 | 109.88 | 0.94 | 1,030.28 | |
| TimeMixerDrop Length=12002025.11 | 111.04 | 0.93 | 1,008.35 | |
| PatchTSTDrop Length=20002025.11 | 111.05 | 1.05 | 1,845.16 | |
| DeScoD-ECGDrop Length=20002025.11 | 111.45 | 1.12 | 2,009.82 | |
| RFAMoEDrop Length=15002025.11 | 111.94 | 1.01 | 1,256.31 | |
| TimeMixerDrop Length=15002025.11 | 112.46 | 0.98 | 1,242.45 | |
| TimeMixerDrop Length=20002025.11 | 115.51 | 1.08 | 2,093.06 | |
| DeScoD-ECGDrop Length=9002025.11 | 115.58 | 0.91 | 882.49 | |
| TimesNetDrop Length=9002025.11 | 116.24 | 0.87 | 947.59 | |
| DeScoD-ECGDrop Length=12002025.11 | 116.63 | 0.98 | 1,100.39 | |
| DeScoD-ECGDrop Length=15002025.11 | 116.72 | 1.06 | 1,320.54 | |
| TimesNetDrop Length=12002025.11 | 117.52 | 0.94 | 1,207.07 | |
| TimesNetDrop Length=15002025.11 | 119.37 | 1 | 1,564.69 | |
| TimesNetDrop Length=20002025.11 | 119.65 | 1.09 | 2,368.25 |