Signal Imputation on Wearable Health Data
0.122MSESensorFM-B
Evaluation Results
| Method | Links | |
|---|---|---|
| SensorFM-BSignal Missingness Ratio=2/262026.05 | 0.122 | |
| SensorFM-BSignal Missingness Ratio=6/262026.05 | 0.137 | |
| SensorFM-BSignal Missingness Ratio=12/262026.05 | 0.17 | |
| SensorFM-BSignal Missingness Ratio=20/262026.05 | 0.236 | |
| Mean FillSignal Missingness Ratio=2/262026.05 | 1.016 | |
| NN FillSignal Missingness Ratio=2/262026.05 | 1.016 | |
| Linear Interp.Signal Missingness Ratio=2/262026.05 | 1.016 | |
| Mean FillSignal Missingness Ratio=6/262026.05 | 1.02 | |
| NN FillSignal Missingness Ratio=6/262026.05 | 1.02 | |
| Linear Interp.Signal Missingness Ratio=6/262026.05 | 1.02 | |
| Mean FillSignal Missingness Ratio=20/262026.05 | 1.022 | |
| NN FillSignal Missingness Ratio=20/262026.05 | 1.022 | |
| Linear Interp.Signal Missingness Ratio=20/262026.05 | 1.022 | |
| Mean FillSignal Missingness Ratio=12/262026.05 | 1.025 | |
| NN FillSignal Missingness Ratio=12/262026.05 | 1.025 | |
| Linear Interp.Signal Missingness Ratio=12/262026.05 | 1.025 |