Table 3.
Tremor Type | Sensor Used | Method Used (Specifications) | Held-Out Testing | Leave-One-Out Testing | ||
---|---|---|---|---|---|---|
MAE | r (p) | MAE | r (p) | |||
Total rest and action tremor | Wrist and ankle | LSTM | 1.33 | 0.84 (<) | 1.32 | 0.77 (<) |
Total rest and action tremor | Wrist and ankle | Gradient tree boosting | 1.56 | 0.96 (<) | 1.18 | 0.93 (<) |
Total rest tremor | Wrist and ankle | Gradient tree boosting | 1.20 | 0.94 (<) | 0.58 | 0.90 (<) |
Hand rest tremor | Wrist | Gradient tree boosting | 0.76 | 0.91 (<) | 0.41 | 0.87 (<) |
Foot rest tremor | Ankle | Gradient tree boosting | 0.46 | 0.92 (<) | 0.27 | 0.89 (<) |
Action tremor | Wrist | Gradient tree boosting | 0.41 | 0.75 (<) | 0.33 | 0.66 (<) |