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. 2019 Sep 28;19(19):4215. doi: 10.3390/s19194215

Table 3.

Validation and testing results using data from 24 PD subjects.

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 (<1×104) 1.32 0.77 (<1×104)
Total rest and action tremor Wrist and ankle Gradient tree boosting 1.56 0.96 (<1×104) 1.18 0.93 (<1×104)
Total rest tremor Wrist and ankle Gradient tree boosting 1.20 0.94 (<1×104) 0.58 0.90 (<1×104)
Hand rest tremor Wrist Gradient tree boosting 0.76 0.91 (<1×104) 0.41 0.87 (<1×104)
Foot rest tremor Ankle Gradient tree boosting 0.46 0.92 (<1×104) 0.27 0.89 (<1×104)
Action tremor Wrist Gradient tree boosting 0.41 0.75 (<1×104) 0.33 0.66 (<1×104)