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Table 9 Initial prediction model comparison results

From: Freezing of gait assessment with inertial measurement units and deep learning: effect of tasks, medication states, and stops

Model

Sample-F1

Mean

t-test

SVM

0.28

p = 0.008

KNN

0.16

p = 0.001

XGBoost

0.27

p = 0.001

LSTM

0.40

p = 0.497

TCN

0.50

N.A.