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. 2020 Jul 14;8:778. doi: 10.3389/fbioe.2020.00778

TABLE 1.

References that used inertial sensors features to feed machine learning to evaluate the hand tremor of PD patients.

References Hand activity Sensor (AR) Recording duration Methods of classification Accuracy
Alam et al. (2016) Resting tremor Acc and gyros (200 Hz) 25–30 s Support vector machine 59–88.9%
LeMoyne et al. (2015) Kinetic tremor Acc (100 Hz) 5 s Support vector machine 100%
Butt et al. (2017) Kinetic tremor Gyros (100 Hz) 10 s Support vector machine, logistic regression, neural network classifier 76.2–83.1%
Stamatakis et al. (2013) Finger tapping Acc (167 Hz) Free Ordinal logistic regression 87.2–96.5%
Jeon et al. (2017a) Resting tremor Acc (125 Hz) 10 s SVM, decision tree, random forest, discriminant analysis 80.9–85.6