Imputation on PTB
4.16PRDRFAMoE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RFAMoENumber of dropped channels=1, Missed data length=3002025.11 | 4.16 | 0.01 | 0.48 | |
| OursNumber of dropped channels=1, Length of contiguously missed data=3002025.11 | 4.16 | 0.01 | 0.48 | |
| RFAMoENumber of dropped channels=1, Missed data length=5002025.11 | 4.34 | 0.01 | 0.86 | |
| OursNumber of dropped channels=1, Length of contiguously missed data=5002025.11 | 4.34 | 0.01 | 0.86 | |
| RFAMoENumber of dropped channels=3, Missed data length=5002025.11 | 4.65 | 0.02 | 1.53 | |
| OursNumber of dropped channels=3, Length of contiguously missed data=5002025.11 | 4.65 | 0.02 | 1.53 | |
| RFAMoENumber of dropped channels=5, Missed data length=3002025.11 | 5.85 | 0.06 | 1.86 | |
| OursNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 5.85 | 0.06 | 1.86 | |
| RFAMoENumber of dropped channels=3, Missed data length=3002025.11 | 5.86 | 0.06 | 1.86 | |
| OursNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 5.86 | 0.06 | 1.86 | |
| DeScoD-ECGNumber of dropped channels=1, Length of contiguously missed data=3002025.11 | 10.95 | 0.02 | 4.11 | |
| DeScoD-ECGNumber of dropped channels=1, Length of contiguously missed data=5002025.11 | 11.61 | 0.02 | 6.88 | |
| RFAMoENumber of dropped channels=1, Missed data length=8002025.11 | 11.73 | 0.04 | 10.45 | |
| OursNumber of dropped channels=1, Length of contiguously missed data=8002025.11 | 11.73 | 0.04 | 10.45 | |
| DeScoD-ECGNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 12.32 | 0.07 | 4.89 | |
| RFAMoENumber of dropped channels=7, Missed data length=3002025.11 | 12.36 | 0.24 | 12.54 | |
| OursNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 12.36 | 0.24 | 12.54 | |
| DeScoD-ECGNumber of dropped channels=3, Length of contiguously missed data=5002025.11 | 12.83 | 0.08 | 12.48 | |
| DeScoD-ECGNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 13.97 | 0.16 | 7.97 | |
| RFAMoENumber of dropped channels=3, Missed data length=8002025.11 | 14.35 | 0.17 | 20.35 | |
| OursNumber of dropped channels=3, Length of contiguously missed data=8002025.11 | 14.35 | 0.17 | 20.35 | |
| RFAMoENumber of dropped channels=9, Missed data length=3002025.11 | 14.41 | 0.35 | 13.4 | |
| OursNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 14.41 | 0.35 | 13.4 | |
| RFAMoENumber of dropped channels=12, Missed data length=3002025.11 | 17.39 | 0.57 | 27.45 | |
| OursNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 17.39 | 0.57 | 27.45 | |
| RFAMoENumber of dropped channels=5, Missed data length=5002025.11 | 19.51 | 0.36 | 18.07 | |
| OursNumber of dropped channels=5, Length of contiguously missed data=5002025.11 | 19.51 | 0.36 | 18.07 | |
| DeScoD-ECGNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 20.66 | 0.4 | 22.24 | |
| DeScoD-ECGNumber of dropped channels=1, Length of contiguously missed data=8002025.11 | 21.95 | 0.08 | 40.6 | |
| DeScoD-ECGNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 22.78 | 0.56 | 24.22 | |
| DeScoD-ECGNumber of dropped channels=3, Length of contiguously missed data=8002025.11 | 24.75 | 0.26 | 64.69 | |
| DeScoD-ECGNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 25.78 | 0.85 | 40.62 | |
| TimesNetNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 26.99 | 0.23 | 19.94 | |
| TimesNetNumber of dropped channels=1, Length of contiguously missed data=3002025.11 | 27.37 | 0.08 | 27.05 | |
| DeScoD-ECGNumber of dropped channels=5, Length of contiguously missed data=5002025.11 | 27.88 | 0.54 | 39.28 | |
| TimesNetNumber of dropped channels=3, Length of contiguously missed data=5002025.11 | 30.32 | 0.26 | 54.04 | |
| TimesNetNumber of dropped channels=1, Length of contiguously missed data=5002025.11 | 30.77 | 0.09 | 53.11 | |
| RFAMoENumber of dropped channels=9, Missed data length=5002025.11 | 37.91 | 1.48 | 84.26 | |
| OursNumber of dropped channels=9, Length of contiguously missed data=5002025.11 | 37.91 | 1.48 | 84.26 | |
| TimesNetNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 38.17 | 0.55 | 40.85 | |
| TimesNetNumber of dropped channels=1, Length of contiguously missed data=8002025.11 | 39.77 | 0.1 | 159.85 | |
| RFAMoENumber of dropped channels=7, Missed data length=5002025.11 | 40.02 | 1.21 | 83.25 | |
| OursNumber of dropped channels=7, Length of contiguously missed data=5002025.11 | 40.02 | 1.21 | 83.25 | |
| TimesNetNumber of dropped channels=3, Length of contiguously missed data=8002025.11 | 44.22 | 0.33 | 205.57 | |
| DeScoD-ECGNumber of dropped channels=9, Length of contiguously missed data=5002025.11 | 45.88 | 1.72 | 116.61 | |
| TimesNetNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 46.19 | 0.98 | 65.7 | |
| DeScoD-ECGNumber of dropped channels=7, Length of contiguously missed data=5002025.11 | 47.5 | 1.39 | 115.23 | |
| TimesNetNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 49.41 | 1.36 | 77.88 | |
| TimesNetNumber of dropped channels=5, Length of contiguously missed data=5002025.11 | 51.89 | 0.81 | 126.46 | |
| TimesNetNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 52.37 | 2.03 | 102.13 | |
| RFAMoENumber of dropped channels=12, Missed data length=5002025.11 | 55.88 | 3.87 | 159.95 | |
| OursNumber of dropped channels=12, Length of contiguously missed data=5002025.11 | 55.88 | 3.87 | 159.95 | |
| DeScoD-ECGNumber of dropped channels=12, Length of contiguously missed data=5002025.11 | 60.85 | 3.97 | 186.92 | |
| RFAMoENumber of dropped channels=5, Missed data length=8002025.11 | 61.73 | 1.28 | 264.73 | |
| OursNumber of dropped channels=5, Length of contiguously missed data=8002025.11 | 61.73 | 1.28 | 264.73 | |
| TimesNetNumber of dropped channels=7, Length of contiguously missed data=5002025.11 | 66.66 | 1.64 | 228.52 | |
| DeScoD-ECGNumber of dropped channels=5, Length of contiguously missed data=8002025.11 | 67.61 | 1.29 | 276.84 | |
| TimesNetNumber of dropped channels=9, Length of contiguously missed data=5002025.11 | 69.04 | 2.28 | 241.68 | |
| TimesNetNumber of dropped channels=5, Length of contiguously missed data=8002025.11 | 69.5 | 0.97 | 382.93 | |
| TimesNetNumber of dropped channels=12, Length of contiguously missed data=5002025.11 | 78.97 | 4.09 | 314.76 | |
| RFAMoENumber of dropped channels=7, Missed data length=8002025.11 | 83.53 | 2.43 | 514.63 | |
| OursNumber of dropped channels=7, Length of contiguously missed data=8002025.11 | 83.53 | 2.43 | 514.63 | |
| RFAMoENumber of dropped channels=9, Missed data length=8002025.11 | 84.02 | 3.13 | 533 | |
| OursNumber of dropped channels=9, Length of contiguously missed data=8002025.11 | 84.02 | 3.13 | 533 | |
| DeScoD-ECGNumber of dropped channels=7, Length of contiguously missed data=8002025.11 | 86.81 | 2.36 | 530.65 | |
| TimesNetNumber of dropped channels=7, Length of contiguously missed data=8002025.11 | 88.29 | 1.96 | 653.61 | |
| DeScoD-ECGNumber of dropped channels=9, Length of contiguously missed data=8002025.11 | 88.63 | 3 | 562.41 | |
| TimesNetNumber of dropped channels=9, Length of contiguously missed data=8002025.11 | 90.25 | 2.67 | 692.87 | |
| iTransformerNumber of dropped channels=1, Length of contiguously missed data=3002025.11 | 94.29 | 0.37 | 225.07 | |
| iTransformerNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 94.47 | 1.05 | 231.65 | |
| RFAMoENumber of dropped channels=12, Missed data length=8002025.11 | 95.21 | 4.63 | 643.14 | |
| OursNumber of dropped channels=12, Length of contiguously missed data=8002025.11 | 95.21 | 4.63 | 643.14 | |
| iTransformerNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 95.61 | 1.78 | 238.1 | |
| iTransformerNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 95.68 | 3.11 | 241.92 | |
| iTransformerNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 95.76 | 2.44 | 240.36 | |
| TimeMixerNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 95.97 | 3.09 | 241.4 | |
| iTransformerNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 96.15 | 4.23 | 250.32 | |
| iTransformerNumber of dropped channels=1, Length of contiguously missed data=5002025.11 | 96.22 | 0.38 | 384.71 | |
| TimeMixerNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 96.48 | 4.21 | 247.63 | |
| iTransformerNumber of dropped channels=3, Length of contiguously missed data=5002025.11 | 96.59 | 1.11 | 411.96 | |
| TimeMixerNumber of dropped channels=1, Length of contiguously missed data=3002025.11 | 96.76 | 0.37 | 234.21 | |
| TimeMixerNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 96.87 | 2.43 | 241.66 | |
| TimeMixerNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 97.24 | 1.79 | 241.19 | |
| TimeMixerNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 97.28 | 1.05 | 243.89 | |
| iTransformerNumber of dropped channels=5, Length of contiguously missed data=5002025.11 | 97.52 | 1.88 | 416.54 | |
| DeScoD-ECGNumber of dropped channels=12, Length of contiguously missed data=8002025.11 | 97.73 | 4.63 | 674.01 | |
| iTransformerNumber of dropped channels=7, Length of contiguously missed data=5002025.11 | 97.82 | 2.58 | 421.45 | |
| iTransformerNumber of dropped channels=9, Length of contiguously missed data=5002025.11 | 97.97 | 3.28 | 430.13 | |
| iTransformerNumber of dropped channels=1, Length of contiguously missed data=8002025.11 | 98.4 | 0.4 | 656.99 | |
| iTransformerNumber of dropped channels=12, Length of contiguously missed data=5002025.11 | 98.54 | 4.46 | 437.44 | |
| iTransformerNumber of dropped channels=3, Length of contiguously missed data=8002025.11 | 98.65 | 1.16 | 694.36 | |
| iTransformerNumber of dropped channels=5, Length of contiguously missed data=8002025.11 | 99.1 | 1.95 | 696.6 | |
| iTransformerNumber of dropped channels=7, Length of contiguously missed data=8002025.11 | 99.28 | 2.68 | 706.13 | |
| iTransformerNumber of dropped channels=9, Length of contiguously missed data=8002025.11 | 99.43 | 3.4 | 720.6 | |
| PatchTSTNumber of dropped channels=9, Length of contiguously missed data=3002025.11 | 99.56 | 3.19 | 267.28 | |
| PatchTSTNumber of dropped channels=12, Length of contiguously missed data=3002025.11 | 99.58 | 4.33 | 269.79 | |
| PatchTSTNumber of dropped channels=7, Length of contiguously missed data=3002025.11 | 99.6 | 2.51 | 262.95 | |
| PatchTSTNumber of dropped channels=5, Length of contiguously missed data=3002025.11 | 99.72 | 1.83 | 261.82 | |
| PatchTSTNumber of dropped channels=3, Length of contiguously missed data=3002025.11 | 99.74 | 1.09 | 261.68 | |
| iTransformerNumber of dropped channels=12, Length of contiguously missed data=8002025.11 | 99.74 | 4.62 | 719.97 |