Table 1.
Mean absolute error of grip strength estimation models across different smartphone tasks.
| Task | Random forest (kg), mean absolute error (SD) | Support vector machine (kg), mean absolute error (SD) | Gradient boosting (kg), mean absolute error (SD) | k-nearest neighbors (kg), mean absolute error (SD) |
| Tap | 3.62 (0.24) | 3.17 (0.20) | 3.27 (0.29) | 3.48 (0.29) |
| Flick | 3.99 (0.23) | 3.52 (0.17) | 3.57 (0.20) | 3.60 (0.34) |
| Drag | 3.84 (0.31) | 3.46 (0.26) | 3.54 (0.31) | 3.48 (0.24) |
| All | 3.48 (0.21) | 2.62 (0.18) | 3.07 (0.28) | 2.90 (0.12) |